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"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"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\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,\", \"asin\": \"B07KQKT1V4\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SGPRO Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:59:35.810Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T21:59:35.810Z
|
purchase
|
B0CNXKDR99
|
rule
|
train
| 1,200 |
2025-04-12T21:59:35.810Z
|
purchase
|
B0CNXKDR99
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:01.762Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:19.387Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:22.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "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": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B0CNXKDR99"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)", "asin": "B091TKMPRH", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft", "asin": "B07KV2YB2L", "price": "$178.00", "quantity": ""},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,", "asin": "B076N8Y9TY", "price": "$149.00", "quantity": ""},
{"title": "GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,", "asin": "B07KQKT1V4", "price": "$159.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "SGPRO Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...", "asin": "B0CHJK2LDL", "price": "$359.00", "quantity": ""},
{"title": "Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...", "asin": "B0C1G2DDK1", "price": "$218.88", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...", "asin": "B0CCQ5LQGK", "price": "$359.00", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)", "asin": "B07JN62MZQ", "price": "$228.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "price": "$185.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T21:59:35.810Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T21:59:35.810Z\",\"action\": \"purchase\",\"acion_argument\": \"B0CNXKDR99\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T21:59:35.810Z\",\"action\": \"purchase\",\"acion_argument\": \"B0CNXKDR99\",}</answer>",
"index": 1200,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:09:01.555Z\", \"action\": \"input\", \"action_argument\": \"a book of stranger\"}\n{\"timestamp\": \"2025-04-07T16:09:01.762Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:09:25.241Z\", \"action\": \"click_product\", \"action_argument\": \"0887069916\"}\n{\"timestamp\": \"2025-04-07T16:19:19.387Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:22.361Z\", \"action\": \"input\", \"action_argument\": \"power of stranger\"}\n{\"timestamp\": \"2025-04-07T16:19:22.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:19:30.051Z\", \"action\": \"click_product\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-07T16:23:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"1984855778\"}\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"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\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,\", \"asin\": \"B07KQKT1V4\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SGPRO Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T21:59:35.810Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\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\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SGPRO Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjustable Frequency, Antenna Diversity, Superior Sound Quality, Ideal for Professional Audio and Events (SG-82BB)\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"BEKBOES Professional Dual Dynamic Handheld UHF Wireless Microphone System, Wireless Handheld Microphone, 492ft Range for Home Karaoke/Meeting/Party/Church/Wedding SE100\", \"asin\": \"B0DSB8Q8C8\", \"price\": \"$99.89\", \"quantity\": \"\"},\n{\"title\": \"FIFINE UHF Dual Channel Wireless Handheld Microphone, Easy-to-use Karaoke Wireless Microphone System-K036\", \"asin\": \"B01N6448Q4\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\", \"quantity\": \"\"},\n{\"title\": \"SENWOSI Dual-Channel UHF Wireless Microphone System with Auto Scan & IR Sync \\u2013 200 Channels, 400ft Range, Cardioid Mics, Metal Body, LCD Display for Live Events, Recording, Stage Performances\", \"asin\": \"B0BYSHF67S\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie Mix8 8-Channel Compact Mixer\", \"asin\": \"\", \"price\": \"$98.97\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"XANAD Hard Case for YAMAHA MG10XU or MG10 or MG0610-Input Stereo Mixer with Small Storage Cover - Carrying Storage Bag\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx QX1204USB Mixer with USB and Effects\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Mackie MobileMix 8-channel Mixer\", \"asin\": \"\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx 1204USB Mixer with USB\", \"asin\": \"\", \"price\": \"$189.00\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx 802S 8-channel Analog Streaming Mixer\", \"asin\": \"\", \"price\": \"$89.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, Phenyx Pro Sound Console w/USB Audio Interface, 4-Channel Sound board DJ Mixer w/Stereo Equalizer, 16 DSP Effects, suitable for Stage, Live Gigs, and Karaoke (PTX-15)\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx X1222USB Mixer with USB and Effects\", \"asin\": \"\", \"price\": \"$239.00\", \"quantity\": \"\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"\", \"price\": \"$161.01\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"\", \"price\": \"$259.85\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Bluetooth DJ Audio Mixer - 6-Channel DJ Controller Sound Mixer w/DSP 16 Preset Effects, USB Interface, 4 XLR Mic/Line Input, AUX, FX Processor MP3 Player, Headphone Jack - PMX466\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx QX1222USB Mixer with USB and Effects\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH590 5.2 Channel Surround Sound Home Theater Receiver: 4K HDR AV Receiver with Bluetooth,Black\", \"asin\": \"\", \"price\": \"$348.00\", \"quantity\": \"\"},\n{\"title\": \"YAMAHA R-S202BL Stereo Receiver\", \"asin\": \"\", \"price\": \"$179.95\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH190 2-ch Home Stereo Receiver with Phono Inputs & Bluetooth Black\", \"asin\": \"\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Sony STR-DH790 7.2-ch Surround Sound Home Theater AV Receiver: 4K HDR, Dolby Atmos & Bluetooth Black\", \"asin\": \"\", \"price\": \"$448.00\", \"quantity\": \"\"},\n{\"title\": \"Onkyo TX-8220 2 Home Audio Channel Stereo Receiver with Bluetooth,black\", \"asin\": \"\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Pioneer VSX-534 Home Audio Smart AV Receiver 5.2-Ch HDR10, Dolby Vision, Atmos and Virtual Enabled with 4K and Bluetooth\", \"asin\": \"\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"Onkyo TX-NR6050 7.2-Channel Network Home Theater Smart AV Receiver 8K/60, 4K/120Hz\", \"asin\": \"\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Sony STR-AN1000 7.2 CH Surround Sound Home Theater 8K A/V Receiver: Dolby Atmos, DTS:X, Digital Cinema Auto Calibration IX, Bluetooth, WiFi, Google Chromecast, Spotify connect, Apple AirPlay, HDMI 2.1\", \"asin\": \"\", \"price\": \"$898.00\", \"quantity\": \"\"},\n{\"title\": \"R-N600A Network Receiver with Streaming, Phono and Built-in DAC, Black\", \"asin\": \"\", \"price\": \"$699.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Home Audio Amplifier System-Upgraded 6 Channel 750 Watt Sound Power Stereo Receiver w/USB, Micro SD, Headphone,2 Microphone Input w/Echo, Talkover for PA - PTA62BT.5\", \"asin\": \"\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH190 2-ch Stereo Receiver with Phono Inputs & Bluetooth with 100ft of Speaker Wire and 5 Pairs of Banana Plugs\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Audio Power Amplifier - 300W 4 Channel Home Theater Stereo Receiver with USB, AM FM, 2 Mic IN with Echo, RCA, LED, Speaker Selector, For Studio, Home Use, Black - PT272AUBT\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Marantz NR1510 UHD AV Receiver \\u2013 Slim 5.2 Channel Home Theater Amplifier, Dolby TrueHD and DTS-HD Master Audio | Alexa Compatible | Stream Music via Wi-Fi, Bluetooth and HEOS Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Smith\\u2019s 50603 Handheld Lawn Mower Blade Sharpener - Oversized Handle & Large Safety Guard - Durable Plastic - Easy to Use - Wire Cleaning Brush - Preset Carbide Blade - Gardening Lawn Care Tools\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lawn Mower Blade Sharpener and Balancer, 15\\u00b0-45\\u00b0 Adjustable Mower Blade Sharpening Tool with Blade Balancer Kit Many Types of Mower Blade, Black\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 103N All-in-1 Knife Garden Tool Multi-Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears, Scissors\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Arnold BSK-1 Lawn Mower Blade Balancer & Lawn Mower Blade Sharpener Kit\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 121N Dual-Grit Diamond Sharpening Stone File Garden Tool Knife Sharpener with Angle Guide Coarse 325 / Extra Fine 1200 Grit for Lawn Mower Blade, Axe, Hatchet, Hedge Shears, Chisels, Drills\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kimgsoak Lawn Mower Blade Sharpener, Lawnmower Blade Sharpening Tool with Blade Balancer, Blade Sharpner Kit\", \"asin\": \"\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Lawn Mower Blade Sharpener, 1HP 750W Lawnmower Blade Grinder with 9-inch Ceramic Grinding Wheel, Powerful Bench Mower Sharpening Machine for High/Low Lift Blades, Gator Blades, Flat Blades\", \"asin\": \"\", \"price\": \"$240.98\", \"quantity\": \"\"},\n{\"title\": \"JAYSHYNE Lawnmower Dull Blade Sharpener, 3 Pcs Mower Sharpening Stone Wheel Kit, Universal Garden Tool Grindstone and Knife Edge Whetstone for Any Power Hand Drills\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SporGain [Update] Lawn Mower Blade Balancer, High Precision with Magnetic for Adjustable Blade Holder, Wall Mounted Blade Balancing Tool, Black\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Oregon Economy Lawn Mower Blade Sharpener & Grinder, Heavy Duty, 1/3 HP Motor, Adjustable (88-025)\", \"asin\": \"\", \"price\": \"$311.89\", \"quantity\": \"\"},\n{\"title\": \"Orange Ninja All-in-1 Garden Tool & Knife Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears by Sharp Pebble\", \"asin\": \"\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"S SATC 20PCS Flap Discs 4 1/2 for Angle Grinder 40/60/80/120 Grit Flap Disc High-Density Bevel Type Angle Grinder Sanding Disc Abrasive Flap Disk #29\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"All American Sharpener Model 5005 Gen 2 (15\\u00b0-45\\u00b0 Adjustable Lawn Mower Blade Sharpener for Right and Left Hand Blades)\\u2026\", \"asin\": \"\", \"price\": \"$230.00\", \"quantity\": \"\"},\n{\"title\": \"TonGass (2-Pack Metal Precision Blade Balancers for Lawn Mower Blade Sharpener Balances Blades After Sharpening Universal Design Lawn Mower Blade Balancer Lawnmower Accessories\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:04:59.196Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:04:59.196Z
|
input
|
3.5mm TRS (stereo) to dual 1/4" TS (mono) cable
|
rule
|
train
| 1,201 |
2025-04-12T22:04:59.196Z
|
input
|
3.5mm TRS (stereo) to dual 1/4" TS (mono) cable
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
<|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": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "SGPRO Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjustable Frequency, Antenna Diversity, Superior Sound Quality, Ideal for Professional Audio and Events (SG-82BB)", "asin": "B0DFXYKDNZ", "price": "$169.99", "quantity": ""},
{"title": "GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft", "asin": "B07KV2YB2L", "price": "$178.00", "quantity": ""},
{"title": "BEKBOES Professional Dual Dynamic Handheld UHF Wireless Microphone System, Wireless Handheld Microphone, 492ft Range for Home Karaoke/Meeting/Party/Church/Wedding SE100", "asin": "B0DSB8Q8C8", "price": "$99.89", "quantity": ""},
{"title": "FIFINE UHF Dual Channel Wireless Handheld Microphone, Easy-to-use Karaoke Wireless Microphone System-K036", "asin": "B01N6448Q4", "price": "$65.99", "quantity": ""},
{"title": "GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,", "asin": "B076N8Y9TY", "price": "$149.00", "quantity": ""},
{"title": "innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \u2026", "asin": "B0CTMDZ8BX", "price": "$96.99", "quantity": ""},
{"title": "SENWOSI Dual-Channel UHF Wireless Microphone System with Auto Scan & IR Sync \u2013 200 Channels, 400ft Range, Cardioid Mics, Metal Body, LCD Display for Live Events, Recording, Stage Performances", "asin": "B0BYSHF67S", "price": "$119.99", "quantity": ""},
{"title": "Mackie Mix8 8-Channel Compact Mixer", "asin": "", "price": "$98.97", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "", "price": "$82.00", "quantity": ""},
{"title": "XANAD Hard Case for YAMAHA MG10XU or MG10 or MG0610-Input Stereo Mixer with Small Storage Cover - Carrying Storage Bag", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Behringer Xenyx QX1204USB Mixer with USB and Effects", "asin": "", "quantity": ""},
{"title": "Mackie MobileMix 8-channel Mixer", "asin": "", "price": "$229.99", "quantity": ""},
{"title": "Behringer Xenyx 1204USB Mixer with USB", "asin": "", "price": "$189.00", "quantity": ""},
{"title": "Behringer Xenyx 802S 8-channel Analog Streaming Mixer", "asin": "", "price": "$89.00", "quantity": ""},
{"title": "Professional Audio Mixer, Phenyx Pro Sound Console w/USB Audio Interface, 4-Channel Sound board DJ Mixer w/Stereo Equalizer, 16 DSP Effects, suitable for Stage, Live Gigs, and Karaoke (PTX-15)", "asin": "", "price": "$129.99", "quantity": ""},
{"title": "Behringer Xenyx X1222USB Mixer with USB and Effects", "asin": "", "price": "$239.00", "quantity": ""},
{"title": "Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite", "asin": "", "price": "$161.01", "quantity": ""},
{"title": "Mackie ProFX10v3 10-channel Mixer with USB and Effects", "asin": "", "price": "$259.85", "quantity": ""},
{"title": "Pyle Professional Bluetooth DJ Audio Mixer - 6-Channel DJ Controller Sound Mixer w/DSP 16 Preset Effects, USB Interface, 4 XLR Mic/Line Input, AUX, FX Processor MP3 Player, Headphone Jack - PMX466", "asin": "", "price": "", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "", "price": "", "quantity": ""},
{"title": "Behringer Xenyx QX1222USB Mixer with USB and Effects", "asin": "", "price": "", "quantity": ""},
{"title": "Sony STRDH590 5.2 Channel Surround Sound Home Theater Receiver: 4K HDR AV Receiver with Bluetooth,Black", "asin": "", "price": "$348.00", "quantity": ""},
{"title": "YAMAHA R-S202BL Stereo Receiver", "asin": "", "price": "$179.95", "quantity": ""},
{"title": "Sony STRDH190 2-ch Home Stereo Receiver with Phono Inputs & Bluetooth Black", "asin": "", "price": "$198.00", "quantity": ""},
{"title": "Sony STR-DH790 7.2-ch Surround Sound Home Theater AV Receiver: 4K HDR, Dolby Atmos & Bluetooth Black", "asin": "", "price": "$448.00", "quantity": ""},
{"title": "Onkyo TX-8220 2 Home Audio Channel Stereo Receiver with Bluetooth,black", "asin": "", "price": "$179.00", "quantity": ""},
{"title": "Pioneer VSX-534 Home Audio Smart AV Receiver 5.2-Ch HDR10, Dolby Vision, Atmos and Virtual Enabled with 4K and Bluetooth", "asin": "", "price": "$249.00", "quantity": ""},
{"title": "Onkyo TX-NR6050 7.2-Channel Network Home Theater Smart AV Receiver 8K/60, 4K/120Hz", "asin": "", "price": "$399.99", "quantity": ""},
{"title": "Sony STR-AN1000 7.2 CH Surround Sound Home Theater 8K A/V Receiver: Dolby Atmos, DTS:X, Digital Cinema Auto Calibration IX, Bluetooth, WiFi, Google Chromecast, Spotify connect, Apple AirPlay, HDMI 2.1", "asin": "", "price": "$898.00", "quantity": ""},
{"title": "R-N600A Network Receiver with Streaming, Phono and Built-in DAC, Black", "asin": "", "price": "$699.95", "quantity": ""},
{"title": "Pyle Wireless Bluetooth Home Audio Amplifier System-Upgraded 6 Channel 750 Watt Sound Power Stereo Receiver w/USB, Micro SD, Headphone,2 Microphone Input w/Echo, Talkover for PA - PTA62BT.5", "asin": "", "price": "$172.99", "quantity": ""},
{"title": "Sony STRDH190 2-ch Stereo Receiver with Phono Inputs & Bluetooth with 100ft of Speaker Wire and 5 Pairs of Banana Plugs", "asin": "", "price": "$219.99", "quantity": ""},
{"title": "Pyle Wireless Bluetooth Audio Power Amplifier - 300W 4 Channel Home Theater Stereo Receiver with USB, AM FM, 2 Mic IN with Echo, RCA, LED, Speaker Selector, For Studio, Home Use, Black - PT272AUBT", "asin": "", "price": "", "quantity": ""},
{"title": "Marantz NR1510 UHD AV Receiver \u2013 Slim 5.2 Channel Home Theater Amplifier, Dolby TrueHD and DTS-HD Master Audio | Alexa Compatible | Stream Music via Wi-Fi, Bluetooth and HEOS Black", "asin": "", "price": "", "quantity": ""},
{"title": "Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant", "asin": "", "price": "", "quantity": ""},
{"title": "Smith\u2019s 50603 Handheld Lawn Mower Blade Sharpener - Oversized Handle & Large Safety Guard - Durable Plastic - Easy to Use - Wire Cleaning Brush - Preset Carbide Blade - Gardening Lawn Care Tools", "asin": "", "price": "$12.99", "quantity": ""},
{"title": "Lawn Mower Blade Sharpener and Balancer, 15\u00b0-45\u00b0 Adjustable Mower Blade Sharpening Tool with Blade Balancer Kit Many Types of Mower Blade, Black", "asin": "", "price": "$54.99", "quantity": ""},
{"title": "SHARPAL 103N All-in-1 Knife Garden Tool Multi-Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears, Scissors", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "Arnold BSK-1 Lawn Mower Blade Balancer & Lawn Mower Blade Sharpener Kit", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "SHARPAL 121N Dual-Grit Diamond Sharpening Stone File Garden Tool Knife Sharpener with Angle Guide Coarse 325 / Extra Fine 1200 Grit for Lawn Mower Blade, Axe, Hatchet, Hedge Shears, Chisels, Drills", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Kimgsoak Lawn Mower Blade Sharpener, Lawnmower Blade Sharpening Tool with Blade Balancer, Blade Sharpner Kit", "asin": "", "price": "$62.99", "quantity": ""},
{"title": "VEVOR Lawn Mower Blade Sharpener, 1HP 750W Lawnmower Blade Grinder with 9-inch Ceramic Grinding Wheel, Powerful Bench Mower Sharpening Machine for High/Low Lift Blades, Gator Blades, Flat Blades", "asin": "", "price": "$240.98", "quantity": ""},
{"title": "JAYSHYNE Lawnmower Dull Blade Sharpener, 3 Pcs Mower Sharpening Stone Wheel Kit, Universal Garden Tool Grindstone and Knife Edge Whetstone for Any Power Hand Drills", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "SporGain [Update] Lawn Mower Blade Balancer, High Precision with Magnetic for Adjustable Blade Holder, Wall Mounted Blade Balancing Tool, Black", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Oregon Economy Lawn Mower Blade Sharpener & Grinder, Heavy Duty, 1/3 HP Motor, Adjustable (88-025)", "asin": "", "price": "$311.89", "quantity": ""},
{"title": "Orange Ninja All-in-1 Garden Tool & Knife Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears by Sharp Pebble", "asin": "", "price": "$30.59", "quantity": ""},
{"title": "S SATC 20PCS Flap Discs 4 1/2 for Angle Grinder 40/60/80/120 Grit Flap Disc High-Density Bevel Type Angle Grinder Sanding Disc Abrasive Flap Disk #29", "asin": "", "price": "$20.99", "quantity": ""},
{"title": "All American Sharpener Model 5005 Gen 2 (15\u00b0-45\u00b0 Adjustable Lawn Mower Blade Sharpener for Right and Left Hand Blades)\u2026", "asin": "", "price": "$230.00", "quantity": ""},
{"title": "TonGass (2-Pack Metal Precision Blade Balancers for Lawn Mower Blade Sharpener Balances Blades After Sharpening Universal Design Lawn Mower Blade Balancer Lawnmower Accessories", "asin": "", "price": "$9.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:04:59.196Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:04:59.196Z\",\"action\": \"input\",\"acion_argument\": \"3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:04:59.196Z\",\"action\": \"input\",\"acion_argument\": \"3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable\",}</answer>",
"index": 1201,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\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\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SGPRO Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjustable Frequency, Antenna Diversity, Superior Sound Quality, Ideal for Professional Audio and Events (SG-82BB)\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"BEKBOES Professional Dual Dynamic Handheld UHF Wireless Microphone System, Wireless Handheld Microphone, 492ft Range for Home Karaoke/Meeting/Party/Church/Wedding SE100\", \"asin\": \"B0DSB8Q8C8\", \"price\": \"$99.89\", \"quantity\": \"\"},\n{\"title\": \"FIFINE UHF Dual Channel Wireless Handheld Microphone, Easy-to-use Karaoke Wireless Microphone System-K036\", \"asin\": \"B01N6448Q4\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\", \"quantity\": \"\"},\n{\"title\": \"SENWOSI Dual-Channel UHF Wireless Microphone System with Auto Scan & IR Sync \\u2013 200 Channels, 400ft Range, Cardioid Mics, Metal Body, LCD Display for Live Events, Recording, Stage Performances\", \"asin\": \"B0BYSHF67S\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie Mix8 8-Channel Compact Mixer\", \"asin\": \"\", \"price\": \"$98.97\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"XANAD Hard Case for YAMAHA MG10XU or MG10 or MG0610-Input Stereo Mixer with Small Storage Cover - Carrying Storage Bag\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx QX1204USB Mixer with USB and Effects\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Mackie MobileMix 8-channel Mixer\", \"asin\": \"\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx 1204USB Mixer with USB\", \"asin\": \"\", \"price\": \"$189.00\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx 802S 8-channel Analog Streaming Mixer\", \"asin\": \"\", \"price\": \"$89.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, Phenyx Pro Sound Console w/USB Audio Interface, 4-Channel Sound board DJ Mixer w/Stereo Equalizer, 16 DSP Effects, suitable for Stage, Live Gigs, and Karaoke (PTX-15)\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx X1222USB Mixer with USB and Effects\", \"asin\": \"\", \"price\": \"$239.00\", \"quantity\": \"\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"\", \"price\": \"$161.01\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"\", \"price\": \"$259.85\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Bluetooth DJ Audio Mixer - 6-Channel DJ Controller Sound Mixer w/DSP 16 Preset Effects, USB Interface, 4 XLR Mic/Line Input, AUX, FX Processor MP3 Player, Headphone Jack - PMX466\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx QX1222USB Mixer with USB and Effects\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH590 5.2 Channel Surround Sound Home Theater Receiver: 4K HDR AV Receiver with Bluetooth,Black\", \"asin\": \"\", \"price\": \"$348.00\", \"quantity\": \"\"},\n{\"title\": \"YAMAHA R-S202BL Stereo Receiver\", \"asin\": \"\", \"price\": \"$179.95\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH190 2-ch Home Stereo Receiver with Phono Inputs & Bluetooth Black\", \"asin\": \"\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Sony STR-DH790 7.2-ch Surround Sound Home Theater AV Receiver: 4K HDR, Dolby Atmos & Bluetooth Black\", \"asin\": \"\", \"price\": \"$448.00\", \"quantity\": \"\"},\n{\"title\": \"Onkyo TX-8220 2 Home Audio Channel Stereo Receiver with Bluetooth,black\", \"asin\": \"\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Pioneer VSX-534 Home Audio Smart AV Receiver 5.2-Ch HDR10, Dolby Vision, Atmos and Virtual Enabled with 4K and Bluetooth\", \"asin\": \"\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"Onkyo TX-NR6050 7.2-Channel Network Home Theater Smart AV Receiver 8K/60, 4K/120Hz\", \"asin\": \"\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Sony STR-AN1000 7.2 CH Surround Sound Home Theater 8K A/V Receiver: Dolby Atmos, DTS:X, Digital Cinema Auto Calibration IX, Bluetooth, WiFi, Google Chromecast, Spotify connect, Apple AirPlay, HDMI 2.1\", \"asin\": \"\", \"price\": \"$898.00\", \"quantity\": \"\"},\n{\"title\": \"R-N600A Network Receiver with Streaming, Phono and Built-in DAC, Black\", \"asin\": \"\", \"price\": \"$699.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Home Audio Amplifier System-Upgraded 6 Channel 750 Watt Sound Power Stereo Receiver w/USB, Micro SD, Headphone,2 Microphone Input w/Echo, Talkover for PA - PTA62BT.5\", \"asin\": \"\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH190 2-ch Stereo Receiver with Phono Inputs & Bluetooth with 100ft of Speaker Wire and 5 Pairs of Banana Plugs\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Audio Power Amplifier - 300W 4 Channel Home Theater Stereo Receiver with USB, AM FM, 2 Mic IN with Echo, RCA, LED, Speaker Selector, For Studio, Home Use, Black - PT272AUBT\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Marantz NR1510 UHD AV Receiver \\u2013 Slim 5.2 Channel Home Theater Amplifier, Dolby TrueHD and DTS-HD Master Audio | Alexa Compatible | Stream Music via Wi-Fi, Bluetooth and HEOS Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Smith\\u2019s 50603 Handheld Lawn Mower Blade Sharpener - Oversized Handle & Large Safety Guard - Durable Plastic - Easy to Use - Wire Cleaning Brush - Preset Carbide Blade - Gardening Lawn Care Tools\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lawn Mower Blade Sharpener and Balancer, 15\\u00b0-45\\u00b0 Adjustable Mower Blade Sharpening Tool with Blade Balancer Kit Many Types of Mower Blade, Black\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 103N All-in-1 Knife Garden Tool Multi-Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears, Scissors\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Arnold BSK-1 Lawn Mower Blade Balancer & Lawn Mower Blade Sharpener Kit\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 121N Dual-Grit Diamond Sharpening Stone File Garden Tool Knife Sharpener with Angle Guide Coarse 325 / Extra Fine 1200 Grit for Lawn Mower Blade, Axe, Hatchet, Hedge Shears, Chisels, Drills\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kimgsoak Lawn Mower Blade Sharpener, Lawnmower Blade Sharpening Tool with Blade Balancer, Blade Sharpner Kit\", \"asin\": \"\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Lawn Mower Blade Sharpener, 1HP 750W Lawnmower Blade Grinder with 9-inch Ceramic Grinding Wheel, Powerful Bench Mower Sharpening Machine for High/Low Lift Blades, Gator Blades, Flat Blades\", \"asin\": \"\", \"price\": \"$240.98\", \"quantity\": \"\"},\n{\"title\": \"JAYSHYNE Lawnmower Dull Blade Sharpener, 3 Pcs Mower Sharpening Stone Wheel Kit, Universal Garden Tool Grindstone and Knife Edge Whetstone for Any Power Hand Drills\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SporGain [Update] Lawn Mower Blade Balancer, High Precision with Magnetic for Adjustable Blade Holder, Wall Mounted Blade Balancing Tool, Black\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Oregon Economy Lawn Mower Blade Sharpener & Grinder, Heavy Duty, 1/3 HP Motor, Adjustable (88-025)\", \"asin\": \"\", \"price\": \"$311.89\", \"quantity\": \"\"},\n{\"title\": \"Orange Ninja All-in-1 Garden Tool & Knife Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears by Sharp Pebble\", \"asin\": \"\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"S SATC 20PCS Flap Discs 4 1/2 for Angle Grinder 40/60/80/120 Grit Flap Disc High-Density Bevel Type Angle Grinder Sanding Disc Abrasive Flap Disk #29\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"All American Sharpener Model 5005 Gen 2 (15\\u00b0-45\\u00b0 Adjustable Lawn Mower Blade Sharpener for Right and Left Hand Blades)\\u2026\", \"asin\": \"\", \"price\": \"$230.00\", \"quantity\": \"\"},\n{\"title\": \"TonGass (2-Pack Metal Precision Blade Balancers for Lawn Mower Blade Sharpener Balances Blades After Sharpening Universal Design Lawn Mower Blade Balancer Lawnmower Accessories\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:04:59.196Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}],\n\"cart_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SGPRO Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjustable Frequency, Antenna Diversity, Superior Sound Quality, Ideal for Professional Audio and Events (SG-82BB)\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"BEKBOES Professional Dual Dynamic Handheld UHF Wireless Microphone System, Wireless Handheld Microphone, 492ft Range for Home Karaoke/Meeting/Party/Church/Wedding SE100\", \"asin\": \"B0DSB8Q8C8\", \"price\": \"$99.89\", \"quantity\": \"\"},\n{\"title\": \"FIFINE UHF Dual Channel Wireless Handheld Microphone, Easy-to-use Karaoke Wireless Microphone System-K036\", \"asin\": \"B01N6448Q4\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\", \"quantity\": \"\"},\n{\"title\": \"SENWOSI Dual-Channel UHF Wireless Microphone System with Auto Scan & IR Sync \\u2013 200 Channels, 400ft Range, Cardioid Mics, Metal Body, LCD Display for Live Events, Recording, Stage Performances\", \"asin\": \"B0BYSHF67S\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie Mix8 8-Channel Compact Mixer\", \"asin\": \"\", \"price\": \"$98.97\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"XANAD Hard Case for YAMAHA MG10XU or MG10 or MG0610-Input Stereo Mixer with Small Storage Cover - Carrying Storage Bag\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx QX1204USB Mixer with USB and Effects\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Mackie MobileMix 8-channel Mixer\", \"asin\": \"\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx 1204USB Mixer with USB\", \"asin\": \"\", \"price\": \"$189.00\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx 802S 8-channel Analog Streaming Mixer\", \"asin\": \"\", \"price\": \"$89.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, Phenyx Pro Sound Console w/USB Audio Interface, 4-Channel Sound board DJ Mixer w/Stereo Equalizer, 16 DSP Effects, suitable for Stage, Live Gigs, and Karaoke (PTX-15)\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx X1222USB Mixer with USB and Effects\", \"asin\": \"\", \"price\": \"$239.00\", \"quantity\": \"\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"\", \"price\": \"$161.01\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"\", \"price\": \"$259.85\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Bluetooth DJ Audio Mixer - 6-Channel DJ Controller Sound Mixer w/DSP 16 Preset Effects, USB Interface, 4 XLR Mic/Line Input, AUX, FX Processor MP3 Player, Headphone Jack - PMX466\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx QX1222USB Mixer with USB and Effects\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH590 5.2 Channel Surround Sound Home Theater Receiver: 4K HDR AV Receiver with Bluetooth,Black\", \"asin\": \"\", \"price\": \"$348.00\", \"quantity\": \"\"},\n{\"title\": \"YAMAHA R-S202BL Stereo Receiver\", \"asin\": \"\", \"price\": \"$179.95\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH190 2-ch Home Stereo Receiver with Phono Inputs & Bluetooth Black\", \"asin\": \"\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Sony STR-DH790 7.2-ch Surround Sound Home Theater AV Receiver: 4K HDR, Dolby Atmos & Bluetooth Black\", \"asin\": \"\", \"price\": \"$448.00\", \"quantity\": \"\"},\n{\"title\": \"Onkyo TX-8220 2 Home Audio Channel Stereo Receiver with Bluetooth,black\", \"asin\": \"\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Pioneer VSX-534 Home Audio Smart AV Receiver 5.2-Ch HDR10, Dolby Vision, Atmos and Virtual Enabled with 4K and Bluetooth\", \"asin\": \"\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"Onkyo TX-NR6050 7.2-Channel Network Home Theater Smart AV Receiver 8K/60, 4K/120Hz\", \"asin\": \"\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Sony STR-AN1000 7.2 CH Surround Sound Home Theater 8K A/V Receiver: Dolby Atmos, DTS:X, Digital Cinema Auto Calibration IX, Bluetooth, WiFi, Google Chromecast, Spotify connect, Apple AirPlay, HDMI 2.1\", \"asin\": \"\", \"price\": \"$898.00\", \"quantity\": \"\"},\n{\"title\": \"R-N600A Network Receiver with Streaming, Phono and Built-in DAC, Black\", \"asin\": \"\", \"price\": \"$699.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Home Audio Amplifier System-Upgraded 6 Channel 750 Watt Sound Power Stereo Receiver w/USB, Micro SD, Headphone,2 Microphone Input w/Echo, Talkover for PA - PTA62BT.5\", \"asin\": \"\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH190 2-ch Stereo Receiver with Phono Inputs & Bluetooth with 100ft of Speaker Wire and 5 Pairs of Banana Plugs\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Audio Power Amplifier - 300W 4 Channel Home Theater Stereo Receiver with USB, AM FM, 2 Mic IN with Echo, RCA, LED, Speaker Selector, For Studio, Home Use, Black - PT272AUBT\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Marantz NR1510 UHD AV Receiver \\u2013 Slim 5.2 Channel Home Theater Amplifier, Dolby TrueHD and DTS-HD Master Audio | Alexa Compatible | Stream Music via Wi-Fi, Bluetooth and HEOS Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Smith\\u2019s 50603 Handheld Lawn Mower Blade Sharpener - Oversized Handle & Large Safety Guard - Durable Plastic - Easy to Use - Wire Cleaning Brush - Preset Carbide Blade - Gardening Lawn Care Tools\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lawn Mower Blade Sharpener and Balancer, 15\\u00b0-45\\u00b0 Adjustable Mower Blade Sharpening Tool with Blade Balancer Kit Many Types of Mower Blade, Black\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 103N All-in-1 Knife Garden Tool Multi-Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears, Scissors\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Arnold BSK-1 Lawn Mower Blade Balancer & Lawn Mower Blade Sharpener Kit\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 121N Dual-Grit Diamond Sharpening Stone File Garden Tool Knife Sharpener with Angle Guide Coarse 325 / Extra Fine 1200 Grit for Lawn Mower Blade, Axe, Hatchet, Hedge Shears, Chisels, Drills\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kimgsoak Lawn Mower Blade Sharpener, Lawnmower Blade Sharpening Tool with Blade Balancer, Blade Sharpner Kit\", \"asin\": \"\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Lawn Mower Blade Sharpener, 1HP 750W Lawnmower Blade Grinder with 9-inch Ceramic Grinding Wheel, Powerful Bench Mower Sharpening Machine for High/Low Lift Blades, Gator Blades, Flat Blades\", \"asin\": \"\", \"price\": \"$240.98\", \"quantity\": \"\"},\n{\"title\": \"JAYSHYNE Lawnmower Dull Blade Sharpener, 3 Pcs Mower Sharpening Stone Wheel Kit, Universal Garden Tool Grindstone and Knife Edge Whetstone for Any Power Hand Drills\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SporGain [Update] Lawn Mower Blade Balancer, High Precision with Magnetic for Adjustable Blade Holder, Wall Mounted Blade Balancing Tool, Black\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Oregon Economy Lawn Mower Blade Sharpener & Grinder, Heavy Duty, 1/3 HP Motor, Adjustable (88-025)\", \"asin\": \"\", \"price\": \"$311.89\", \"quantity\": \"\"},\n{\"title\": \"Orange Ninja All-in-1 Garden Tool & Knife Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears by Sharp Pebble\", \"asin\": \"\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"S SATC 20PCS Flap Discs 4 1/2 for Angle Grinder 40/60/80/120 Grit Flap Disc High-Density Bevel Type Angle Grinder Sanding Disc Abrasive Flap Disk #29\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"All American Sharpener Model 5005 Gen 2 (15\\u00b0-45\\u00b0 Adjustable Lawn Mower Blade Sharpener for Right and Left Hand Blades)\\u2026\", \"asin\": \"\", \"price\": \"$230.00\", \"quantity\": \"\"},\n{\"title\": \"TonGass (2-Pack Metal Precision Blade Balancers for Lawn Mower Blade Sharpener Balances Blades After Sharpening Universal Design Lawn Mower Blade Balancer Lawnmower Accessories\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:04:59.376Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:04:59.376Z
|
click
|
search
|
rule
|
train
| 1,202 |
2025-04-12T22:04:59.376Z
|
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": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}],
"cart_items": [{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "SGPRO Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjustable Frequency, Antenna Diversity, Superior Sound Quality, Ideal for Professional Audio and Events (SG-82BB)", "asin": "B0DFXYKDNZ", "price": "$169.99", "quantity": ""},
{"title": "GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft", "asin": "B07KV2YB2L", "price": "$178.00", "quantity": ""},
{"title": "BEKBOES Professional Dual Dynamic Handheld UHF Wireless Microphone System, Wireless Handheld Microphone, 492ft Range for Home Karaoke/Meeting/Party/Church/Wedding SE100", "asin": "B0DSB8Q8C8", "price": "$99.89", "quantity": ""},
{"title": "FIFINE UHF Dual Channel Wireless Handheld Microphone, Easy-to-use Karaoke Wireless Microphone System-K036", "asin": "B01N6448Q4", "price": "$65.99", "quantity": ""},
{"title": "GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,", "asin": "B076N8Y9TY", "price": "$149.00", "quantity": ""},
{"title": "innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \u2026", "asin": "B0CTMDZ8BX", "price": "$96.99", "quantity": ""},
{"title": "SENWOSI Dual-Channel UHF Wireless Microphone System with Auto Scan & IR Sync \u2013 200 Channels, 400ft Range, Cardioid Mics, Metal Body, LCD Display for Live Events, Recording, Stage Performances", "asin": "B0BYSHF67S", "price": "$119.99", "quantity": ""},
{"title": "Mackie Mix8 8-Channel Compact Mixer", "asin": "", "price": "$98.97", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT", "asin": "", "price": "$82.00", "quantity": ""},
{"title": "XANAD Hard Case for YAMAHA MG10XU or MG10 or MG0610-Input Stereo Mixer with Small Storage Cover - Carrying Storage Bag", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Behringer Xenyx QX1204USB Mixer with USB and Effects", "asin": "", "quantity": ""},
{"title": "Mackie MobileMix 8-channel Mixer", "asin": "", "price": "$229.99", "quantity": ""},
{"title": "Behringer Xenyx 1204USB Mixer with USB", "asin": "", "price": "$189.00", "quantity": ""},
{"title": "Behringer Xenyx 802S 8-channel Analog Streaming Mixer", "asin": "", "price": "$89.00", "quantity": ""},
{"title": "Professional Audio Mixer, Phenyx Pro Sound Console w/USB Audio Interface, 4-Channel Sound board DJ Mixer w/Stereo Equalizer, 16 DSP Effects, suitable for Stage, Live Gigs, and Karaoke (PTX-15)", "asin": "", "price": "$129.99", "quantity": ""},
{"title": "Behringer Xenyx X1222USB Mixer with USB and Effects", "asin": "", "price": "$239.00", "quantity": ""},
{"title": "Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite", "asin": "", "price": "$161.01", "quantity": ""},
{"title": "Mackie ProFX10v3 10-channel Mixer with USB and Effects", "asin": "", "price": "$259.85", "quantity": ""},
{"title": "Pyle Professional Bluetooth DJ Audio Mixer - 6-Channel DJ Controller Sound Mixer w/DSP 16 Preset Effects, USB Interface, 4 XLR Mic/Line Input, AUX, FX Processor MP3 Player, Headphone Jack - PMX466", "asin": "", "price": "", "quantity": ""},
{"title": "Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT", "asin": "", "price": "", "quantity": ""},
{"title": "Behringer Xenyx QX1222USB Mixer with USB and Effects", "asin": "", "price": "", "quantity": ""},
{"title": "Sony STRDH590 5.2 Channel Surround Sound Home Theater Receiver: 4K HDR AV Receiver with Bluetooth,Black", "asin": "", "price": "$348.00", "quantity": ""},
{"title": "YAMAHA R-S202BL Stereo Receiver", "asin": "", "price": "$179.95", "quantity": ""},
{"title": "Sony STRDH190 2-ch Home Stereo Receiver with Phono Inputs & Bluetooth Black", "asin": "", "price": "$198.00", "quantity": ""},
{"title": "Sony STR-DH790 7.2-ch Surround Sound Home Theater AV Receiver: 4K HDR, Dolby Atmos & Bluetooth Black", "asin": "", "price": "$448.00", "quantity": ""},
{"title": "Onkyo TX-8220 2 Home Audio Channel Stereo Receiver with Bluetooth,black", "asin": "", "price": "$179.00", "quantity": ""},
{"title": "Pioneer VSX-534 Home Audio Smart AV Receiver 5.2-Ch HDR10, Dolby Vision, Atmos and Virtual Enabled with 4K and Bluetooth", "asin": "", "price": "$249.00", "quantity": ""},
{"title": "Onkyo TX-NR6050 7.2-Channel Network Home Theater Smart AV Receiver 8K/60, 4K/120Hz", "asin": "", "price": "$399.99", "quantity": ""},
{"title": "Sony STR-AN1000 7.2 CH Surround Sound Home Theater 8K A/V Receiver: Dolby Atmos, DTS:X, Digital Cinema Auto Calibration IX, Bluetooth, WiFi, Google Chromecast, Spotify connect, Apple AirPlay, HDMI 2.1", "asin": "", "price": "$898.00", "quantity": ""},
{"title": "R-N600A Network Receiver with Streaming, Phono and Built-in DAC, Black", "asin": "", "price": "$699.95", "quantity": ""},
{"title": "Pyle Wireless Bluetooth Home Audio Amplifier System-Upgraded 6 Channel 750 Watt Sound Power Stereo Receiver w/USB, Micro SD, Headphone,2 Microphone Input w/Echo, Talkover for PA - PTA62BT.5", "asin": "", "price": "$172.99", "quantity": ""},
{"title": "Sony STRDH190 2-ch Stereo Receiver with Phono Inputs & Bluetooth with 100ft of Speaker Wire and 5 Pairs of Banana Plugs", "asin": "", "price": "$219.99", "quantity": ""},
{"title": "Pyle Wireless Bluetooth Audio Power Amplifier - 300W 4 Channel Home Theater Stereo Receiver with USB, AM FM, 2 Mic IN with Echo, RCA, LED, Speaker Selector, For Studio, Home Use, Black - PT272AUBT", "asin": "", "price": "", "quantity": ""},
{"title": "Marantz NR1510 UHD AV Receiver \u2013 Slim 5.2 Channel Home Theater Amplifier, Dolby TrueHD and DTS-HD Master Audio | Alexa Compatible | Stream Music via Wi-Fi, Bluetooth and HEOS Black", "asin": "", "price": "", "quantity": ""},
{"title": "Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant", "asin": "", "price": "", "quantity": ""},
{"title": "Smith\u2019s 50603 Handheld Lawn Mower Blade Sharpener - Oversized Handle & Large Safety Guard - Durable Plastic - Easy to Use - Wire Cleaning Brush - Preset Carbide Blade - Gardening Lawn Care Tools", "asin": "", "price": "$12.99", "quantity": ""},
{"title": "Lawn Mower Blade Sharpener and Balancer, 15\u00b0-45\u00b0 Adjustable Mower Blade Sharpening Tool with Blade Balancer Kit Many Types of Mower Blade, Black", "asin": "", "price": "$54.99", "quantity": ""},
{"title": "SHARPAL 103N All-in-1 Knife Garden Tool Multi-Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears, Scissors", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "Arnold BSK-1 Lawn Mower Blade Balancer & Lawn Mower Blade Sharpener Kit", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "SHARPAL 121N Dual-Grit Diamond Sharpening Stone File Garden Tool Knife Sharpener with Angle Guide Coarse 325 / Extra Fine 1200 Grit for Lawn Mower Blade, Axe, Hatchet, Hedge Shears, Chisels, Drills", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Kimgsoak Lawn Mower Blade Sharpener, Lawnmower Blade Sharpening Tool with Blade Balancer, Blade Sharpner Kit", "asin": "", "price": "$62.99", "quantity": ""},
{"title": "VEVOR Lawn Mower Blade Sharpener, 1HP 750W Lawnmower Blade Grinder with 9-inch Ceramic Grinding Wheel, Powerful Bench Mower Sharpening Machine for High/Low Lift Blades, Gator Blades, Flat Blades", "asin": "", "price": "$240.98", "quantity": ""},
{"title": "JAYSHYNE Lawnmower Dull Blade Sharpener, 3 Pcs Mower Sharpening Stone Wheel Kit, Universal Garden Tool Grindstone and Knife Edge Whetstone for Any Power Hand Drills", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "SporGain [Update] Lawn Mower Blade Balancer, High Precision with Magnetic for Adjustable Blade Holder, Wall Mounted Blade Balancing Tool, Black", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Oregon Economy Lawn Mower Blade Sharpener & Grinder, Heavy Duty, 1/3 HP Motor, Adjustable (88-025)", "asin": "", "price": "$311.89", "quantity": ""},
{"title": "Orange Ninja All-in-1 Garden Tool & Knife Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears by Sharp Pebble", "asin": "", "price": "$30.59", "quantity": ""},
{"title": "S SATC 20PCS Flap Discs 4 1/2 for Angle Grinder 40/60/80/120 Grit Flap Disc High-Density Bevel Type Angle Grinder Sanding Disc Abrasive Flap Disk #29", "asin": "", "price": "$20.99", "quantity": ""},
{"title": "All American Sharpener Model 5005 Gen 2 (15\u00b0-45\u00b0 Adjustable Lawn Mower Blade Sharpener for Right and Left Hand Blades)\u2026", "asin": "", "price": "$230.00", "quantity": ""},
{"title": "TonGass (2-Pack Metal Precision Blade Balancers for Lawn Mower Blade Sharpener Balances Blades After Sharpening Universal Design Lawn Mower Blade Balancer Lawnmower Accessories", "asin": "", "price": "$9.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:04:59.376Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:04:59.376Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:04:59.376Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1202,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}],\n\"cart_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SGPRO Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjustable Frequency, Antenna Diversity, Superior Sound Quality, Ideal for Professional Audio and Events (SG-82BB)\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"BEKBOES Professional Dual Dynamic Handheld UHF Wireless Microphone System, Wireless Handheld Microphone, 492ft Range for Home Karaoke/Meeting/Party/Church/Wedding SE100\", \"asin\": \"B0DSB8Q8C8\", \"price\": \"$99.89\", \"quantity\": \"\"},\n{\"title\": \"FIFINE UHF Dual Channel Wireless Handheld Microphone, Easy-to-use Karaoke Wireless Microphone System-K036\", \"asin\": \"B01N6448Q4\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\", \"quantity\": \"\"},\n{\"title\": \"SENWOSI Dual-Channel UHF Wireless Microphone System with Auto Scan & IR Sync \\u2013 200 Channels, 400ft Range, Cardioid Mics, Metal Body, LCD Display for Live Events, Recording, Stage Performances\", \"asin\": \"B0BYSHF67S\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Mackie Mix8 8-Channel Compact Mixer\", \"asin\": \"\", \"price\": \"$98.97\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console - Desk System Interface with 6 Channel, USB, Bluetooth, Digital MP3 Computer Input, 48V Phantom Power, FX16 Bit DSP, Black - PMXU63BT\", \"asin\": \"\", \"price\": \"$82.00\", \"quantity\": \"\"},\n{\"title\": \"XANAD Hard Case for YAMAHA MG10XU or MG10 or MG0610-Input Stereo Mixer with Small Storage Cover - Carrying Storage Bag\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx QX1204USB Mixer with USB and Effects\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Mackie MobileMix 8-channel Mixer\", \"asin\": \"\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx 1204USB Mixer with USB\", \"asin\": \"\", \"price\": \"$189.00\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx 802S 8-channel Analog Streaming Mixer\", \"asin\": \"\", \"price\": \"$89.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer, Phenyx Pro Sound Console w/USB Audio Interface, 4-Channel Sound board DJ Mixer w/Stereo Equalizer, 16 DSP Effects, suitable for Stage, Live Gigs, and Karaoke (PTX-15)\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx X1222USB Mixer with USB and Effects\", \"asin\": \"\", \"price\": \"$239.00\", \"quantity\": \"\"},\n{\"title\": \"Yamaha AG03MK2 Black 6-Channel Live Streaming Loopback Mixer/USB Interface with Steinberg Software Suite\", \"asin\": \"\", \"price\": \"$161.01\", \"quantity\": \"\"},\n{\"title\": \"Mackie ProFX10v3 10-channel Mixer with USB and Effects\", \"asin\": \"\", \"price\": \"$259.85\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Bluetooth DJ Audio Mixer - 6-Channel DJ Controller Sound Mixer w/DSP 16 Preset Effects, USB Interface, 4 XLR Mic/Line Input, AUX, FX Processor MP3 Player, Headphone Jack - PMX466\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pyle Professional Audio Mixer Sound Board Console System - Interface 4 Channel Digital USB Bluetooth MP3 Computer Input 48V Phantom Power Stereo DJ Studio Streaming FX 16-Bit DSP processor - PMXU43BT\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx QX1222USB Mixer with USB and Effects\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH590 5.2 Channel Surround Sound Home Theater Receiver: 4K HDR AV Receiver with Bluetooth,Black\", \"asin\": \"\", \"price\": \"$348.00\", \"quantity\": \"\"},\n{\"title\": \"YAMAHA R-S202BL Stereo Receiver\", \"asin\": \"\", \"price\": \"$179.95\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH190 2-ch Home Stereo Receiver with Phono Inputs & Bluetooth Black\", \"asin\": \"\", \"price\": \"$198.00\", \"quantity\": \"\"},\n{\"title\": \"Sony STR-DH790 7.2-ch Surround Sound Home Theater AV Receiver: 4K HDR, Dolby Atmos & Bluetooth Black\", \"asin\": \"\", \"price\": \"$448.00\", \"quantity\": \"\"},\n{\"title\": \"Onkyo TX-8220 2 Home Audio Channel Stereo Receiver with Bluetooth,black\", \"asin\": \"\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Pioneer VSX-534 Home Audio Smart AV Receiver 5.2-Ch HDR10, Dolby Vision, Atmos and Virtual Enabled with 4K and Bluetooth\", \"asin\": \"\", \"price\": \"$249.00\", \"quantity\": \"\"},\n{\"title\": \"Onkyo TX-NR6050 7.2-Channel Network Home Theater Smart AV Receiver 8K/60, 4K/120Hz\", \"asin\": \"\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Sony STR-AN1000 7.2 CH Surround Sound Home Theater 8K A/V Receiver: Dolby Atmos, DTS:X, Digital Cinema Auto Calibration IX, Bluetooth, WiFi, Google Chromecast, Spotify connect, Apple AirPlay, HDMI 2.1\", \"asin\": \"\", \"price\": \"$898.00\", \"quantity\": \"\"},\n{\"title\": \"R-N600A Network Receiver with Streaming, Phono and Built-in DAC, Black\", \"asin\": \"\", \"price\": \"$699.95\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Home Audio Amplifier System-Upgraded 6 Channel 750 Watt Sound Power Stereo Receiver w/USB, Micro SD, Headphone,2 Microphone Input w/Echo, Talkover for PA - PTA62BT.5\", \"asin\": \"\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Sony STRDH190 2-ch Stereo Receiver with Phono Inputs & Bluetooth with 100ft of Speaker Wire and 5 Pairs of Banana Plugs\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Wireless Bluetooth Audio Power Amplifier - 300W 4 Channel Home Theater Stereo Receiver with USB, AM FM, 2 Mic IN with Echo, RCA, LED, Speaker Selector, For Studio, Home Use, Black - PT272AUBT\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Marantz NR1510 UHD AV Receiver \\u2013 Slim 5.2 Channel Home Theater Amplifier, Dolby TrueHD and DTS-HD Master Audio | Alexa Compatible | Stream Music via Wi-Fi, Bluetooth and HEOS Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Denon AVR-S570BT 5.2 Channel AV Receiver - 8K Ultra HD Audio & Video, Enhanced Gaming Experience, Wireless Streaming via Built-in Bluetooth, (4) 8K HDMI Inputs, Supports eARC, HD Setup Assistant\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Smith\\u2019s 50603 Handheld Lawn Mower Blade Sharpener - Oversized Handle & Large Safety Guard - Durable Plastic - Easy to Use - Wire Cleaning Brush - Preset Carbide Blade - Gardening Lawn Care Tools\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Lawn Mower Blade Sharpener and Balancer, 15\\u00b0-45\\u00b0 Adjustable Mower Blade Sharpening Tool with Blade Balancer Kit Many Types of Mower Blade, Black\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 103N All-in-1 Knife Garden Tool Multi-Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears, Scissors\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Arnold BSK-1 Lawn Mower Blade Balancer & Lawn Mower Blade Sharpener Kit\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"SHARPAL 121N Dual-Grit Diamond Sharpening Stone File Garden Tool Knife Sharpener with Angle Guide Coarse 325 / Extra Fine 1200 Grit for Lawn Mower Blade, Axe, Hatchet, Hedge Shears, Chisels, Drills\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kimgsoak Lawn Mower Blade Sharpener, Lawnmower Blade Sharpening Tool with Blade Balancer, Blade Sharpner Kit\", \"asin\": \"\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Lawn Mower Blade Sharpener, 1HP 750W Lawnmower Blade Grinder with 9-inch Ceramic Grinding Wheel, Powerful Bench Mower Sharpening Machine for High/Low Lift Blades, Gator Blades, Flat Blades\", \"asin\": \"\", \"price\": \"$240.98\", \"quantity\": \"\"},\n{\"title\": \"JAYSHYNE Lawnmower Dull Blade Sharpener, 3 Pcs Mower Sharpening Stone Wheel Kit, Universal Garden Tool Grindstone and Knife Edge Whetstone for Any Power Hand Drills\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SporGain [Update] Lawn Mower Blade Balancer, High Precision with Magnetic for Adjustable Blade Holder, Wall Mounted Blade Balancing Tool, Black\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Oregon Economy Lawn Mower Blade Sharpener & Grinder, Heavy Duty, 1/3 HP Motor, Adjustable (88-025)\", \"asin\": \"\", \"price\": \"$311.89\", \"quantity\": \"\"},\n{\"title\": \"Orange Ninja All-in-1 Garden Tool & Knife Sharpener for Lawn Mower Blade, Axe, Hatchet, Machete, Pruner, Hedge Shears by Sharp Pebble\", \"asin\": \"\", \"price\": \"$30.59\", \"quantity\": \"\"},\n{\"title\": \"S SATC 20PCS Flap Discs 4 1/2 for Angle Grinder 40/60/80/120 Grit Flap Disc High-Density Bevel Type Angle Grinder Sanding Disc Abrasive Flap Disk #29\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"All American Sharpener Model 5005 Gen 2 (15\\u00b0-45\\u00b0 Adjustable Lawn Mower Blade Sharpener for Right and Left Hand Blades)\\u2026\", \"asin\": \"\", \"price\": \"$230.00\", \"quantity\": \"\"},\n{\"title\": \"TonGass (2-Pack Metal Precision Blade Balancers for Lawn Mower Blade Sharpener Balances Blades After Sharpening Universal Design Lawn Mower Blade Balancer Lawnmower Accessories\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:04:59.376Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"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\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}],\n\"cart_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 6.6FT\", \"asin\": \"B00ZKM3S4S\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet\", \"asin\": \"B07PJTP7DR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable\\uff0c(3.3FT) Y Splitter Stereo Cord Adapter Compatible with iPhone, Computer Sound Card, CD Player, Multimedia Speaker, Home Stereo System\", \"asin\": \"B0BX3GLSSX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"DIGITNOW 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Stereo Y-Cable Splitter Cord for Smartphone, Computer, CD Player, Speakers and Home Systems Amplifier, 3.3Ft\", \"asin\": \"B07XPTF19B\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hosa CMP-153 3.5 mm TRS to Dual 1/4\\\" TS Stereo Breakout Cable, 3 Feet, Laptop\", \"asin\": \"B000068O3C\", \"price\": \"$8.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"(10FT) 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable Y Splitter Stereo Cord Adapter Compatible with iPhone, iPod, Computer Sound Card, CD Player, Multimedia Speaker, Home Stereo System\", \"asin\": \"B0BX36D4S8\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 2 left in stock - order soon.\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 16FT\", \"asin\": \"B00ZKM3SDO\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 3 feet\", \"asin\": \"B07K59CQ3R\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2pack 3.3Ft 3.5mm TRS to Dual 6.35mm Stereo Cable 1/8 TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter for Smartphone, Mixer,PC, CD Player, Speakers and Home Stereo System\", \"asin\": \"B0C9HNV4F3\", \"price\": \"$11.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 6 feet\", \"asin\": \"B07K58VX13\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"4.9/1.5M 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Y-Cable Splitter Cord with Zinc Alloy Housing for iPhone, iPod, Laptop, CD Players, Power Amplifier, Multimedia Speakers, Home Stereo Systems\", \"asin\": \"B0CCYCFYQM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hosa CMP-159 3.5 mm TRS to Dual 1/4\\\" TS Stereo Breakout Cable, 10 Feet, Black, 1-Pack, Laptop\", \"asin\": \"B005HGM1D6\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"3.5mm Stereo Cable, Audio Cord, 3.3FT, 1/8 TRS to Dual 1/4 TS Mono, Y Splitter Stereo Cord Adapter Compatible with iPhone, PC, CD, Speaker, Home Stereo System\", \"asin\": \"B0D2MFBLKK\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Audio Y Splitter Adapter, VIOY Stereo Aux Cable for iPhone, iPod, Laptop, Amplifier, CD Players, Home Stereo Systems\", \"asin\": \"B08QHCP6DT\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"6ft 1/8 to 1/4 Stereo Cable, 3.5mm TRS to Dual 6.35mm TS Mono Y Splitter Audio Adapter, 1/4 to 1/8 TRS to TS Breakout Cable for Smartphones, Laptops, Speakers, Home Stereo Systems and More\", \"asin\": \"B0CLLQRQG5\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 13 left in stock - order soon.\"},\n{\"title\": \"Tisino 1/8\\\" to 1/4\\\" Stereo Y-Splitter Cable, 3.5mm TRS to Dual 1/4\\\" 6.35mm inch TS Mono Audio Breakout Cord for Phone, CD & MP3 Players, Speakers & Amps, 6.6ft\", \"asin\": \"B0DDP5KTVT\", \"price\": \"$13.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"CableCreation 15FT 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Y-Cable Splitter Cable Compatible with iPhone, iPod,Laptop,CD Players, Power Amplifier, Mixer, Home Stereo Systems, 4.5 Meters/Black\", \"asin\": \"B01JY2IA6A\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Devinal 1/8 inch Male Stereo to Dual 1/4 Mono Male Audio Cable, 3.5mm TRS to Dual 6.35mm TS Y Splitter Breakout Cord, Gold Plated Heavy Duty Durable 15 Feet\", \"asin\": \"B07C69N4RV\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hosa HMP-006Y Pro Stereo Breakout Cable - 3.5mm TRS Male to Dual 1/4-inch TS Male - 6 foot\", \"asin\": \"B0084O7FPM\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Devinal 3.5mm TRS to Dual 6.35mm TS Y Splitter Breakout Cord, 1/8 inch Male Stereo to Dual 1/4 Mono Male Audio Cable, Gold Plated Heavy Duty 5 Feet\", \"asin\": \"B07QBF6X2K\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cable Matters 3.5mm 1/8 Inch TRS to 2 XLR Cable 6 ft, Male to Male Aux to Dual XLR Breakout Cable\", \"asin\": \"B07PJXKKX6\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:06:47.532Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:06:47.532Z
|
click_product
|
B0BX3GLSSX
|
rule
|
train
| 1,203 |
2025-04-12T22:06:47.532Z
|
click_product
|
B0BX3GLSSX
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "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": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}],
"cart_items": [{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"search_results": [{"title": "UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 6.6FT", "asin": "B00ZKM3S4S", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet", "asin": "B07PJTP7DR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable\uff0c(3.3FT) Y Splitter Stereo Cord Adapter Compatible with iPhone, Computer Sound Card, CD Player, Multimedia Speaker, Home Stereo System", "asin": "B0BX3GLSSX", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "DIGITNOW 3.5mm 1/8\" TRS to Dual 6.35mm 1/4\" TS Mono Stereo Y-Cable Splitter Cord for Smartphone, Computer, CD Player, Speakers and Home Systems Amplifier, 3.3Ft", "asin": "B07XPTF19B", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Hosa CMP-153 3.5 mm TRS to Dual 1/4\" TS Stereo Breakout Cable, 3 Feet, Laptop", "asin": "B000068O3C", "price": "$8.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "(10FT) 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable Y Splitter Stereo Cord Adapter Compatible with iPhone, iPod, Computer Sound Card, CD Player, Multimedia Speaker, Home Stereo System", "asin": "B0BX36D4S8", "price": "$9.99", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 2 left in stock - order soon."},
{"title": "UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 16FT", "asin": "B00ZKM3SDO", "price": "$23.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 3 feet", "asin": "B07K59CQ3R", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "2pack 3.3Ft 3.5mm TRS to Dual 6.35mm Stereo Cable 1/8 TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter for Smartphone, Mixer,PC, CD Player, Speakers and Home Stereo System", "asin": "B0C9HNV4F3", "price": "$11.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 6 feet", "asin": "B07K58VX13", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "4.9/1.5M 3.5mm 1/8\" TRS to Dual 6.35mm 1/4\" TS Mono Y-Cable Splitter Cord with Zinc Alloy Housing for iPhone, iPod, Laptop, CD Players, Power Amplifier, Multimedia Speakers, Home Stereo Systems", "asin": "B0CCYCFYQM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Hosa CMP-159 3.5 mm TRS to Dual 1/4\" TS Stereo Breakout Cable, 10 Feet, Black, 1-Pack, Laptop", "asin": "B005HGM1D6", "price": "$9.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "3.5mm Stereo Cable, Audio Cord, 3.3FT, 1/8 TRS to Dual 1/4 TS Mono, Y Splitter Stereo Cord Adapter Compatible with iPhone, PC, CD, Speaker, Home Stereo System", "asin": "B0D2MFBLKK", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "3.5mm 1/8\" TRS to Dual 6.35mm 1/4\" TS Mono Audio Y Splitter Adapter, VIOY Stereo Aux Cable for iPhone, iPod, Laptop, Amplifier, CD Players, Home Stereo Systems", "asin": "B08QHCP6DT", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "6ft 1/8 to 1/4 Stereo Cable, 3.5mm TRS to Dual 6.35mm TS Mono Y Splitter Audio Adapter, 1/4 to 1/8 TRS to TS Breakout Cable for Smartphones, Laptops, Speakers, Home Stereo Systems and More", "asin": "B0CLLQRQG5", "price": "$8.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 13 left in stock - order soon."},
{"title": "Tisino 1/8\" to 1/4\" Stereo Y-Splitter Cable, 3.5mm TRS to Dual 1/4\" 6.35mm inch TS Mono Audio Breakout Cord for Phone, CD & MP3 Players, Speakers & Amps, 6.6ft", "asin": "B0DDP5KTVT", "price": "$13.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "CableCreation 15FT 3.5mm 1/8\" TRS to Dual 6.35mm 1/4\" TS Mono Y-Cable Splitter Cable Compatible with iPhone, iPod,Laptop,CD Players, Power Amplifier, Mixer, Home Stereo Systems, 4.5 Meters/Black", "asin": "B01JY2IA6A", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Devinal 1/8 inch Male Stereo to Dual 1/4 Mono Male Audio Cable, 3.5mm TRS to Dual 6.35mm TS Y Splitter Breakout Cord, Gold Plated Heavy Duty Durable 15 Feet", "asin": "B07C69N4RV", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Hosa HMP-006Y Pro Stereo Breakout Cable - 3.5mm TRS Male to Dual 1/4-inch TS Male - 6 foot", "asin": "B0084O7FPM", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Devinal 3.5mm TRS to Dual 6.35mm TS Y Splitter Breakout Cord, 1/8 inch Male Stereo to Dual 1/4 Mono Male Audio Cable, Gold Plated Heavy Duty 5 Feet", "asin": "B07QBF6X2K", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Cable Matters 3.5mm 1/8 Inch TRS to 2 XLR Cable 6 ft, Male to Male Aux to Dual XLR Breakout Cable", "asin": "B07PJXKKX6", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:06:47.532Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:06:47.532Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BX3GLSSX\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:06:47.532Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BX3GLSSX\",}</answer>",
"index": 1203,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"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\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}],\n\"cart_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 6.6FT\", \"asin\": \"B00ZKM3S4S\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet\", \"asin\": \"B07PJTP7DR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable\\uff0c(3.3FT) Y Splitter Stereo Cord Adapter Compatible with iPhone, Computer Sound Card, CD Player, Multimedia Speaker, Home Stereo System\", \"asin\": \"B0BX3GLSSX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"DIGITNOW 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Stereo Y-Cable Splitter Cord for Smartphone, Computer, CD Player, Speakers and Home Systems Amplifier, 3.3Ft\", \"asin\": \"B07XPTF19B\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hosa CMP-153 3.5 mm TRS to Dual 1/4\\\" TS Stereo Breakout Cable, 3 Feet, Laptop\", \"asin\": \"B000068O3C\", \"price\": \"$8.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"(10FT) 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable Y Splitter Stereo Cord Adapter Compatible with iPhone, iPod, Computer Sound Card, CD Player, Multimedia Speaker, Home Stereo System\", \"asin\": \"B0BX36D4S8\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 2 left in stock - order soon.\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 16FT\", \"asin\": \"B00ZKM3SDO\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 3 feet\", \"asin\": \"B07K59CQ3R\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2pack 3.3Ft 3.5mm TRS to Dual 6.35mm Stereo Cable 1/8 TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter for Smartphone, Mixer,PC, CD Player, Speakers and Home Stereo System\", \"asin\": \"B0C9HNV4F3\", \"price\": \"$11.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 6 feet\", \"asin\": \"B07K58VX13\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"4.9/1.5M 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Y-Cable Splitter Cord with Zinc Alloy Housing for iPhone, iPod, Laptop, CD Players, Power Amplifier, Multimedia Speakers, Home Stereo Systems\", \"asin\": \"B0CCYCFYQM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hosa CMP-159 3.5 mm TRS to Dual 1/4\\\" TS Stereo Breakout Cable, 10 Feet, Black, 1-Pack, Laptop\", \"asin\": \"B005HGM1D6\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"3.5mm Stereo Cable, Audio Cord, 3.3FT, 1/8 TRS to Dual 1/4 TS Mono, Y Splitter Stereo Cord Adapter Compatible with iPhone, PC, CD, Speaker, Home Stereo System\", \"asin\": \"B0D2MFBLKK\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Audio Y Splitter Adapter, VIOY Stereo Aux Cable for iPhone, iPod, Laptop, Amplifier, CD Players, Home Stereo Systems\", \"asin\": \"B08QHCP6DT\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"6ft 1/8 to 1/4 Stereo Cable, 3.5mm TRS to Dual 6.35mm TS Mono Y Splitter Audio Adapter, 1/4 to 1/8 TRS to TS Breakout Cable for Smartphones, Laptops, Speakers, Home Stereo Systems and More\", \"asin\": \"B0CLLQRQG5\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 13 left in stock - order soon.\"},\n{\"title\": \"Tisino 1/8\\\" to 1/4\\\" Stereo Y-Splitter Cable, 3.5mm TRS to Dual 1/4\\\" 6.35mm inch TS Mono Audio Breakout Cord for Phone, CD & MP3 Players, Speakers & Amps, 6.6ft\", \"asin\": \"B0DDP5KTVT\", \"price\": \"$13.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"CableCreation 15FT 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Y-Cable Splitter Cable Compatible with iPhone, iPod,Laptop,CD Players, Power Amplifier, Mixer, Home Stereo Systems, 4.5 Meters/Black\", \"asin\": \"B01JY2IA6A\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Devinal 1/8 inch Male Stereo to Dual 1/4 Mono Male Audio Cable, 3.5mm TRS to Dual 6.35mm TS Y Splitter Breakout Cord, Gold Plated Heavy Duty Durable 15 Feet\", \"asin\": \"B07C69N4RV\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hosa HMP-006Y Pro Stereo Breakout Cable - 3.5mm TRS Male to Dual 1/4-inch TS Male - 6 foot\", \"asin\": \"B0084O7FPM\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Devinal 3.5mm TRS to Dual 6.35mm TS Y Splitter Breakout Cord, 1/8 inch Male Stereo to Dual 1/4 Mono Male Audio Cable, Gold Plated Heavy Duty 5 Feet\", \"asin\": \"B07QBF6X2K\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Cable Matters 3.5mm 1/8 Inch TRS to 2 XLR Cable 6 ft, Male to Male Aux to Dual XLR Breakout Cable\", \"asin\": \"B07PJXKKX6\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:06:47.532Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}],\n\"cart_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable\\uff0c(3.3FT) Y Splitter Stereo Cord Adapter Compatible with iPhone, Computer Sound Card, CD Player, Multimedia Speaker, Home Stereo System\", \"asin\": \"B0BX3GLSSX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"DIGITNOW 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Stereo Y-Cable Splitter Cord for Smartphone, Computer, CD Player, Speakers and Home Systems Amplifier, 3.3Ft\", \"asin\": \"B07XPTF19B\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hosa CMP-153 3.5 mm TRS to Dual 1/4\\\" TS Stereo Breakout Cable, 3 Feet, Laptop\", \"asin\": \"B000068O3C\", \"price\": \"$8.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 16FT\", \"asin\": \"B00ZKM3SDO\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 6.6FT\", \"asin\": \"B00ZKM3S4S\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 3 feet\", \"asin\": \"B07K59CQ3R\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2pack 3.3Ft 3.5mm TRS to Dual 6.35mm Stereo Cable 1/8 TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter for Smartphone, Mixer,PC, CD Player, Speakers and Home Stereo System\", \"asin\": \"B0C9HNV4F3\", \"price\": \"$11.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 6 feet\", \"asin\": \"B07K58VX13\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hosa CMP-159 3.5 mm TRS to Dual 1/4\\\" TS Stereo Breakout Cable, 10 Feet, Black, 1-Pack, Laptop\", \"asin\": \"B005HGM1D6\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 3 feet\", \"asin\": \"B07K59CQ3R\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"3.5mm Stereo Cable, Audio Cord, 3.3FT, 1/8 TRS to Dual 1/4 TS Mono, Y Splitter Stereo Cord Adapter Compatible with iPhone, PC, CD, Speaker, Home Stereo System\", \"asin\": \"B0D2MFBLKK\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Audio Y Splitter Adapter, VIOY Stereo Aux Cable for iPhone, iPod, Laptop, Amplifier, CD Players, Home Stereo Systems\", \"asin\": \"B08QHCP6DT\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"6ft 1/8 to 1/4 Stereo Cable, 3.5mm TRS to Dual 6.35mm TS Mono Y Splitter Audio Adapter, 1/4 to 1/8 TRS to TS Breakout Cable for Smartphones, Laptops, Speakers, Home Stereo Systems and More\", \"asin\": \"B0CLLQRQG5\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 13 left in stock - order soon.\"},\n{\"title\": \"CableCreation 15FT 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Y-Cable Splitter Cable Compatible with iPhone, iPod,Laptop,CD Players, Power Amplifier, Mixer, Home Stereo Systems, 4.5 Meters/Black\", \"asin\": \"B01JY2IA6A\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"4.9/1.5M 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Y-Cable Splitter Cord with Zinc Alloy Housing for iPhone, iPod, Laptop, CD Players, Power Amplifier, Multimedia Speakers, Home Stereo Systems\", \"asin\": \"B0CCYCFYQM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hosa HMP-006Y Pro Stereo Breakout Cable - 3.5mm TRS Male to Dual 1/4-inch TS Male - 6 foot\", \"asin\": \"B0084O7FPM\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Devinal 1/8 inch Male Stereo to Dual 1/4 Mono Male Audio Cable, 3.5mm TRS to Dual 6.35mm TS Y Splitter Breakout Cord, Gold Plated Heavy Duty Durable 15 Feet\", \"asin\": \"B07C69N4RV\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Devinal 3.5mm TRS to Dual 6.35mm TS Y Splitter Breakout Cord, 1/8 inch Male Stereo to Dual 1/4 Mono Male Audio Cable, Gold Plated Heavy Duty 5 Feet\", \"asin\": \"B07QBF6X2K\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable\\uff0c(3.3FT) Y Splitter Stereo Cord Adapter Compatible with iPhone, Computer Sound Card, CD Player, Multimedia Speaker, Home Stereo System\", \"asin\": \"B0BX3GLSSX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:08:00.398Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:08:00.398Z
|
click_product
|
B083R5BJ6P
|
rule
|
train
| 1,204 |
2025-04-12T22:08:00.398Z
|
click_product
|
B083R5BJ6P
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}],
"cart_items": [{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"search_results": [{"title": "3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable\uff0c(3.3FT) Y Splitter Stereo Cord Adapter Compatible with iPhone, Computer Sound Card, CD Player, Multimedia Speaker, Home Stereo System", "asin": "B0BX3GLSSX", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "DIGITNOW 3.5mm 1/8\" TRS to Dual 6.35mm 1/4\" TS Mono Stereo Y-Cable Splitter Cord for Smartphone, Computer, CD Player, Speakers and Home Systems Amplifier, 3.3Ft", "asin": "B07XPTF19B", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Hosa CMP-153 3.5 mm TRS to Dual 1/4\" TS Stereo Breakout Cable, 3 Feet, Laptop", "asin": "B000068O3C", "price": "$8.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 16FT", "asin": "B00ZKM3SDO", "price": "$23.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 6.6FT", "asin": "B00ZKM3S4S", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 3 feet", "asin": "B07K59CQ3R", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "2pack 3.3Ft 3.5mm TRS to Dual 6.35mm Stereo Cable 1/8 TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter for Smartphone, Mixer,PC, CD Player, Speakers and Home Stereo System", "asin": "B0C9HNV4F3", "price": "$11.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 6 feet", "asin": "B07K58VX13", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Hosa CMP-159 3.5 mm TRS to Dual 1/4\" TS Stereo Breakout Cable, 10 Feet, Black, 1-Pack, Laptop", "asin": "B005HGM1D6", "price": "$9.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 3 feet", "asin": "B07K59CQ3R", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "3.5mm Stereo Cable, Audio Cord, 3.3FT, 1/8 TRS to Dual 1/4 TS Mono, Y Splitter Stereo Cord Adapter Compatible with iPhone, PC, CD, Speaker, Home Stereo System", "asin": "B0D2MFBLKK", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "3.5mm 1/8\" TRS to Dual 6.35mm 1/4\" TS Mono Audio Y Splitter Adapter, VIOY Stereo Aux Cable for iPhone, iPod, Laptop, Amplifier, CD Players, Home Stereo Systems", "asin": "B08QHCP6DT", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "6ft 1/8 to 1/4 Stereo Cable, 3.5mm TRS to Dual 6.35mm TS Mono Y Splitter Audio Adapter, 1/4 to 1/8 TRS to TS Breakout Cable for Smartphones, Laptops, Speakers, Home Stereo Systems and More", "asin": "B0CLLQRQG5", "price": "$8.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members Only 13 left in stock - order soon."},
{"title": "CableCreation 15FT 3.5mm 1/8\" TRS to Dual 6.35mm 1/4\" TS Mono Y-Cable Splitter Cable Compatible with iPhone, iPod,Laptop,CD Players, Power Amplifier, Mixer, Home Stereo Systems, 4.5 Meters/Black", "asin": "B01JY2IA6A", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "4.9/1.5M 3.5mm 1/8\" TRS to Dual 6.35mm 1/4\" TS Mono Y-Cable Splitter Cord with Zinc Alloy Housing for iPhone, iPod, Laptop, CD Players, Power Amplifier, Multimedia Speakers, Home Stereo Systems", "asin": "B0CCYCFYQM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Hosa HMP-006Y Pro Stereo Breakout Cable - 3.5mm TRS Male to Dual 1/4-inch TS Male - 6 foot", "asin": "B0084O7FPM", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Devinal 1/8 inch Male Stereo to Dual 1/4 Mono Male Audio Cable, 3.5mm TRS to Dual 6.35mm TS Y Splitter Breakout Cord, Gold Plated Heavy Duty Durable 15 Feet", "asin": "B07C69N4RV", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Devinal 3.5mm TRS to Dual 6.35mm TS Y Splitter Breakout Cord, 1/8 inch Male Stereo to Dual 1/4 Mono Male Audio Cable, Gold Plated Heavy Duty 5 Feet", "asin": "B07QBF6X2K", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable\uff0c(3.3FT) Y Splitter Stereo Cord Adapter Compatible with iPhone, Computer Sound Card, CD Player, Multimedia Speaker, Home Stereo System", "asin": "B0BX3GLSSX", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:08:00.398Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:08:00.398Z\",\"action\": \"click_product\",\"acion_argument\": \"B083R5BJ6P\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:08:00.398Z\",\"action\": \"click_product\",\"acion_argument\": \"B083R5BJ6P\",}</answer>",
"index": 1204,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}],\n\"cart_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable\\uff0c(3.3FT) Y Splitter Stereo Cord Adapter Compatible with iPhone, Computer Sound Card, CD Player, Multimedia Speaker, Home Stereo System\", \"asin\": \"B0BX3GLSSX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"DIGITNOW 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Stereo Y-Cable Splitter Cord for Smartphone, Computer, CD Player, Speakers and Home Systems Amplifier, 3.3Ft\", \"asin\": \"B07XPTF19B\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hosa CMP-153 3.5 mm TRS to Dual 1/4\\\" TS Stereo Breakout Cable, 3 Feet, Laptop\", \"asin\": \"B000068O3C\", \"price\": \"$8.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 16FT\", \"asin\": \"B00ZKM3SDO\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 6.6FT\", \"asin\": \"B00ZKM3S4S\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 3 feet\", \"asin\": \"B07K59CQ3R\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2pack 3.3Ft 3.5mm TRS to Dual 6.35mm Stereo Cable 1/8 TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter for Smartphone, Mixer,PC, CD Player, Speakers and Home Stereo System\", \"asin\": \"B0C9HNV4F3\", \"price\": \"$11.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 6 feet\", \"asin\": \"B07K58VX13\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hosa CMP-159 3.5 mm TRS to Dual 1/4\\\" TS Stereo Breakout Cable, 10 Feet, Black, 1-Pack, Laptop\", \"asin\": \"B005HGM1D6\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 3 feet\", \"asin\": \"B07K59CQ3R\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"3.5mm Stereo Cable, Audio Cord, 3.3FT, 1/8 TRS to Dual 1/4 TS Mono, Y Splitter Stereo Cord Adapter Compatible with iPhone, PC, CD, Speaker, Home Stereo System\", \"asin\": \"B0D2MFBLKK\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Audio Y Splitter Adapter, VIOY Stereo Aux Cable for iPhone, iPod, Laptop, Amplifier, CD Players, Home Stereo Systems\", \"asin\": \"B08QHCP6DT\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"6ft 1/8 to 1/4 Stereo Cable, 3.5mm TRS to Dual 6.35mm TS Mono Y Splitter Audio Adapter, 1/4 to 1/8 TRS to TS Breakout Cable for Smartphones, Laptops, Speakers, Home Stereo Systems and More\", \"asin\": \"B0CLLQRQG5\", \"price\": \"$8.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members Only 13 left in stock - order soon.\"},\n{\"title\": \"CableCreation 15FT 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Y-Cable Splitter Cable Compatible with iPhone, iPod,Laptop,CD Players, Power Amplifier, Mixer, Home Stereo Systems, 4.5 Meters/Black\", \"asin\": \"B01JY2IA6A\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"4.9/1.5M 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Y-Cable Splitter Cord with Zinc Alloy Housing for iPhone, iPod, Laptop, CD Players, Power Amplifier, Multimedia Speakers, Home Stereo Systems\", \"asin\": \"B0CCYCFYQM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hosa HMP-006Y Pro Stereo Breakout Cable - 3.5mm TRS Male to Dual 1/4-inch TS Male - 6 foot\", \"asin\": \"B0084O7FPM\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Devinal 1/8 inch Male Stereo to Dual 1/4 Mono Male Audio Cable, 3.5mm TRS to Dual 6.35mm TS Y Splitter Breakout Cord, Gold Plated Heavy Duty Durable 15 Feet\", \"asin\": \"B07C69N4RV\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Devinal 3.5mm TRS to Dual 6.35mm TS Y Splitter Breakout Cord, 1/8 inch Male Stereo to Dual 1/4 Mono Male Audio Cable, Gold Plated Heavy Duty 5 Feet\", \"asin\": \"B07QBF6X2K\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable\\uff0c(3.3FT) Y Splitter Stereo Cord Adapter Compatible with iPhone, Computer Sound Card, CD Player, Multimedia Speaker, Home Stereo System\", \"asin\": \"B0BX3GLSSX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:08:00.398Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}],\n\"cart_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B083R5BJ6P\"},\n{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\"},\n{\"price\": \"$12.99\"},\n{\"bullet_list\": \"Tisino 1/8\\u201d Stereo to Dual 1/4\\u201c Mono Cable, this cable is designed to connecting your smartphone, portable media player, laptop/PC or similar device with a 3.5mm mini jack output to a device with 2 x 6.35 mm jack inputs such as speakers, mixing console and so on. This cable can be used to split a 3.5mm unbalanced stereo signal into two 1/4\\\" TS(left/right) unbalanced mono signals, or to combine two 1/4\\\" mono signals(left/right) into a single 3.5mm stereo signal. It splits closer to the 1/4 TS ends, the distance to the split point is about 19.8 inches(50 cm). 20 AWG 4N Oxygen Free Copper with shielding ensure high fidelity sound quality and provide maximum conductivity and signal clarity. a great choice for music lovers. With Heavy Duty 24K gold-plated 6.35 mm and 3.5 mm connectors, it could eliminate signal loss and static noise, provide durability and improve the signal transmission, and the copper shell blocks any interference which prevents the loss of sound quality. Heavy Duty Flexible Rubber and Nylon Braid Jacket Protect Your Cable, the outer diameter of the cable is 6.0mm(0.24 inch), Top quality and made by environment-friendly material, Polyethylene insulation improves high-frequency response, is strong, flexible, and durable.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"3.3 feet\"}],\n\"promotion_items\": [{\"title\": \"3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable\\uff0c(3.3FT) Y Splitter Stereo Cord ...\", \"asin\": \"B0BX3GLSSX\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to 6.35mm Audio Cable Guitar to Aux Male Cord with Zinc Alloy Housing and Nylon Braid for Guitar, Laptop, Home Theater Devices, Speaker and Amplifiers 6.6FT\", \"asin\": \"B00Y2LANNW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet\", \"asin\": \"B07PJTP7DR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"2pack 10Ft 3.5mm TRS to Dual 6.35mm Stereo Cable 1/8 TRS to Dual 6.35mm 1/4 TS Mono...\", \"asin\": \"B0CBJVW1NG\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 6.6FT\", \"asin\": \"B00ZKM3S4S\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation 15FT 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Y-Cable Splitter Cable Compatible with iPhone, iPod,Laptop,CD Players, Power Amplifier, Mixer, Home Stereo Systems, 4.5 Meters/Black\", \"asin\": \"B01JY2IA6A\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"DTECH 3ft 3.5mm to 1/4 Adapter Audio Stereo Cable TRS 1/8 to Dual Quarter Inch TS 6.35mm Y Splitter Guitar AMP Aux Cord for Headphones Jack Laptop Speaker Phone Mixer\", \"asin\": \"B0CKLBJ5RZ\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 6.6FT\", \"asin\": \"B00ZKM3S4S\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"1/8 Stereo to Dual 1/4 Mono Cable 10ft, 3.5mm to Dual 1/4 Cable, 1/8 inch TRS Stere...\", \"asin\": \"B0C2F6GMFD\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation 15FT 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Y-Cable Splitter Cable Compatible with iPhone, iPod,Laptop,CD Players, Power Amplifier, Mixer, Home Stereo Systems, 4.5 Meters/Black\", \"asin\": \"B01JY2IA6A\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"DTECH 3ft 3.5mm to 1/4 Adapter Audio Stereo Cable TRS 1/8 to Dual Quarter Inch TS 6.35mm Y Splitter Guitar AMP Aux Cord for Headphones Jack Laptop Speaker Phone Mixer\", \"asin\": \"B0CKLBJ5RZ\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to 6.35mm Audio Cable Guitar to Aux Male Cord with Zinc Alloy Housing and Nylon Braid for Guitar, Laptop, Home Theater Devices, Speaker and Amplifiers 6.6FT\", \"asin\": \"B00Y2LANNW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet\", \"asin\": \"B07PJTP7DR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"2pack 10Ft 3.5mm TRS to Dual 6.35mm Stereo Cable 1/8 TRS to Dual 6.35mm 1/4 TS Mono...\", \"asin\": \"B0CBJVW1NG\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"HOSONGIN 1/4\\\" Splitter Cable, TRS to Dual 1/4\\\" TRS Stereo Y Adapter, Gold-Plated Connectors, High-Fidelity Sound, Durable Aluminum Alloy Shell for Studio, DJ, Headphones, Live Sound Systems - 1.6Ft\", \"asin\": \"B083XSGNS8\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Lightning to Dual 6.35mm 1/4\\\" TS Mono Stereo Y-Cable Splitter,3 in 1 to Dual 1/4-in...\", \"asin\": \"B0CQCX65S7\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 6 feet\", \"asin\": \"B07K58VX13\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"DISINO 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 10 feet\", \"asin\": \"B07K583KLR\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet\", \"asin\": \"B07PJTP7DR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to 6.35mm Audio Cable Guitar to Aux Male Cord with Zinc Alloy Housing and Nylon Braid for Guitar, Laptop, Home Theater Devices, Speaker and Amplifiers 6.6FT\", \"asin\": \"B00Y2LANNW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable\\uff0c(3.3FT) Y Splitter Stereo Cord ...\", \"asin\": \"B0BX3GLSSX\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\"},\n{\"title\": \"DISINO 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 10 feet\", \"asin\": \"B07K583KLR\", \"price\": \"$16.99\"},\n{\"title\": \"Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet\", \"asin\": \"B07PJTP7DR\", \"price\": \"$9.99\"},\n{\"title\": \"Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 6 feet\", \"asin\": \"B07K58VX13\", \"price\": \"$14.99\"},\n{\"title\": \"Hftywy 3.5mm to 2 x 6.35 mm Cable 15ft,1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm TS Y Splitter Breakout Cord\\uff0cfor PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System\", \"asin\": \"B08HVQB4GY\", \"price\": \"$15.99\"},\n{\"title\": \"J&D 3.5mm 1/8 inch TRS Male to Dual 6.35mm 1/4 inch TS Male Mono Stereo Y-Cable Splitter for Amplifiers/Audio Mixer/Audio Recorder/MP3/MP4, Nylon Braid, Gold Plated Copper Shell, 1.5 Feet\", \"asin\": \"B0768CM5KL\", \"price\": \"$7.59\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:08:16.284Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:08:16.284Z
|
purchase
|
B083R5BJ6P
|
rule
|
train
| 1,205 |
2025-04-12T22:08:16.284Z
|
purchase
|
B083R5BJ6P
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}],
"cart_items": [{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B083R5BJ6P"},
{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet"},
{"price": "$12.99"},
{"bullet_list": "Tisino 1/8\u201d Stereo to Dual 1/4\u201c Mono Cable, this cable is designed to connecting your smartphone, portable media player, laptop/PC or similar device with a 3.5mm mini jack output to a device with 2 x 6.35 mm jack inputs such as speakers, mixing console and so on. This cable can be used to split a 3.5mm unbalanced stereo signal into two 1/4\" TS(left/right) unbalanced mono signals, or to combine two 1/4\" mono signals(left/right) into a single 3.5mm stereo signal. It splits closer to the 1/4 TS ends, the distance to the split point is about 19.8 inches(50 cm). 20 AWG 4N Oxygen Free Copper with shielding ensure high fidelity sound quality and provide maximum conductivity and signal clarity. a great choice for music lovers. With Heavy Duty 24K gold-plated 6.35 mm and 3.5 mm connectors, it could eliminate signal loss and static noise, provide durability and improve the signal transmission, and the copper shell blocks any interference which prevents the loss of sound quality. Heavy Duty Flexible Rubber and Nylon Braid Jacket Protect Your Cable, the outer diameter of the cable is 6.0mm(0.24 inch), Top quality and made by environment-friendly material, Polyethylene insulation improves high-frequency response, is strong, flexible, and durable."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "3.3 feet"}],
"promotion_items": [{"title": "3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable\uff0c(3.3FT) Y Splitter Stereo Cord ...", "asin": "B0BX3GLSSX", "price": "$6.99", "quantity": ""},
{"title": "UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to 6.35mm Audio Cable Guitar to Aux Male Cord with Zinc Alloy Housing and Nylon Braid for Guitar, Laptop, Home Theater Devices, Speaker and Amplifiers 6.6FT", "asin": "B00Y2LANNW", "price": "$13.99", "quantity": ""},
{"title": "Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet", "asin": "B07PJTP7DR", "price": "$9.99", "quantity": ""},
{"title": "2pack 10Ft 3.5mm TRS to Dual 6.35mm Stereo Cable 1/8 TRS to Dual 6.35mm 1/4 TS Mono...", "asin": "B0CBJVW1NG", "price": "$15.97", "quantity": ""},
{"title": "UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 6.6FT", "asin": "B00ZKM3S4S", "price": "$14.99", "quantity": ""},
{"title": "CableCreation 15FT 3.5mm 1/8\" TRS to Dual 6.35mm 1/4\" TS Mono Y-Cable Splitter Cable Compatible with iPhone, iPod,Laptop,CD Players, Power Amplifier, Mixer, Home Stereo Systems, 4.5 Meters/Black", "asin": "B01JY2IA6A", "price": "$16.99", "quantity": ""},
{"title": "DTECH 3ft 3.5mm to 1/4 Adapter Audio Stereo Cable TRS 1/8 to Dual Quarter Inch TS 6.35mm Y Splitter Guitar AMP Aux Cord for Headphones Jack Laptop Speaker Phone Mixer", "asin": "B0CKLBJ5RZ", "price": "$8.98", "quantity": ""},
{"title": "UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 6.6FT", "asin": "B00ZKM3S4S", "price": "$14.99", "quantity": ""},
{"title": "1/8 Stereo to Dual 1/4 Mono Cable 10ft, 3.5mm to Dual 1/4 Cable, 1/8 inch TRS Stere...", "asin": "B0C2F6GMFD", "price": "$13.99", "quantity": ""},
{"title": "CableCreation 15FT 3.5mm 1/8\" TRS to Dual 6.35mm 1/4\" TS Mono Y-Cable Splitter Cable Compatible with iPhone, iPod,Laptop,CD Players, Power Amplifier, Mixer, Home Stereo Systems, 4.5 Meters/Black", "asin": "B01JY2IA6A", "price": "$16.99", "quantity": ""},
{"title": "DTECH 3ft 3.5mm to 1/4 Adapter Audio Stereo Cable TRS 1/8 to Dual Quarter Inch TS 6.35mm Y Splitter Guitar AMP Aux Cord for Headphones Jack Laptop Speaker Phone Mixer", "asin": "B0CKLBJ5RZ", "price": "$8.98", "quantity": ""},
{"title": "UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to 6.35mm Audio Cable Guitar to Aux Male Cord with Zinc Alloy Housing and Nylon Braid for Guitar, Laptop, Home Theater Devices, Speaker and Amplifiers 6.6FT", "asin": "B00Y2LANNW", "price": "$13.99", "quantity": ""},
{"title": "Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet", "asin": "B07PJTP7DR", "price": "$9.99", "quantity": ""},
{"title": "2pack 10Ft 3.5mm TRS to Dual 6.35mm Stereo Cable 1/8 TRS to Dual 6.35mm 1/4 TS Mono...", "asin": "B0CBJVW1NG", "price": "$15.97", "quantity": ""},
{"title": "HOSONGIN 1/4\" Splitter Cable, TRS to Dual 1/4\" TRS Stereo Y Adapter, Gold-Plated Connectors, High-Fidelity Sound, Durable Aluminum Alloy Shell for Studio, DJ, Headphones, Live Sound Systems - 1.6Ft", "asin": "B083XSGNS8", "price": "$14.49", "quantity": ""},
{"title": "Lightning to Dual 6.35mm 1/4\" TS Mono Stereo Y-Cable Splitter,3 in 1 to Dual 1/4-in...", "asin": "B0CQCX65S7", "price": "$23.99", "quantity": ""},
{"title": "Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 6 feet", "asin": "B07K58VX13", "price": "$14.99", "quantity": ""},
{"title": "DISINO 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 10 feet", "asin": "B07K583KLR", "price": "$16.99", "quantity": ""},
{"title": "Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet", "asin": "B07PJTP7DR", "price": "$9.99", "quantity": ""},
{"title": "UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to 6.35mm Audio Cable Guitar to Aux Male Cord with Zinc Alloy Housing and Nylon Braid for Guitar, Laptop, Home Theater Devices, Speaker and Amplifiers 6.6FT", "asin": "B00Y2LANNW", "price": "$13.99", "quantity": ""},
{"title": "3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable\uff0c(3.3FT) Y Splitter Stereo Cord ...", "asin": "B0BX3GLSSX", "price": "$6.99", "quantity": ""}],
"comparison_items": [{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99"},
{"title": "DISINO 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 10 feet", "asin": "B07K583KLR", "price": "$16.99"},
{"title": "Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet", "asin": "B07PJTP7DR", "price": "$9.99"},
{"title": "Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 6 feet", "asin": "B07K58VX13", "price": "$14.99"},
{"title": "Hftywy 3.5mm to 2 x 6.35 mm Cable 15ft,1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm TS Y Splitter Breakout Cord\uff0cfor PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System", "asin": "B08HVQB4GY", "price": "$15.99"},
{"title": "J&D 3.5mm 1/8 inch TRS Male to Dual 6.35mm 1/4 inch TS Male Mono Stereo Y-Cable Splitter for Amplifiers/Audio Mixer/Audio Recorder/MP3/MP4, Nylon Braid, Gold Plated Copper Shell, 1.5 Feet", "asin": "B0768CM5KL", "price": "$7.59"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:08:16.284Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:08:16.284Z\",\"action\": \"purchase\",\"acion_argument\": \"B083R5BJ6P\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:08:16.284Z\",\"action\": \"purchase\",\"acion_argument\": \"B083R5BJ6P\",}</answer>",
"index": 1205,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T13:25:10.640Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:49.122Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:51.567Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:56.998Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:57.641Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.257Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:58.969Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:25:59.514Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:00.072Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:04.918Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:05.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T13:26:06.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}],\n\"cart_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B083R5BJ6P\"},\n{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\"},\n{\"price\": \"$12.99\"},\n{\"bullet_list\": \"Tisino 1/8\\u201d Stereo to Dual 1/4\\u201c Mono Cable, this cable is designed to connecting your smartphone, portable media player, laptop/PC or similar device with a 3.5mm mini jack output to a device with 2 x 6.35 mm jack inputs such as speakers, mixing console and so on. This cable can be used to split a 3.5mm unbalanced stereo signal into two 1/4\\\" TS(left/right) unbalanced mono signals, or to combine two 1/4\\\" mono signals(left/right) into a single 3.5mm stereo signal. It splits closer to the 1/4 TS ends, the distance to the split point is about 19.8 inches(50 cm). 20 AWG 4N Oxygen Free Copper with shielding ensure high fidelity sound quality and provide maximum conductivity and signal clarity. a great choice for music lovers. With Heavy Duty 24K gold-plated 6.35 mm and 3.5 mm connectors, it could eliminate signal loss and static noise, provide durability and improve the signal transmission, and the copper shell blocks any interference which prevents the loss of sound quality. Heavy Duty Flexible Rubber and Nylon Braid Jacket Protect Your Cable, the outer diameter of the cable is 6.0mm(0.24 inch), Top quality and made by environment-friendly material, Polyethylene insulation improves high-frequency response, is strong, flexible, and durable.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"3.3 feet\"}],\n\"promotion_items\": [{\"title\": \"3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable\\uff0c(3.3FT) Y Splitter Stereo Cord ...\", \"asin\": \"B0BX3GLSSX\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to 6.35mm Audio Cable Guitar to Aux Male Cord with Zinc Alloy Housing and Nylon Braid for Guitar, Laptop, Home Theater Devices, Speaker and Amplifiers 6.6FT\", \"asin\": \"B00Y2LANNW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet\", \"asin\": \"B07PJTP7DR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"2pack 10Ft 3.5mm TRS to Dual 6.35mm Stereo Cable 1/8 TRS to Dual 6.35mm 1/4 TS Mono...\", \"asin\": \"B0CBJVW1NG\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 6.6FT\", \"asin\": \"B00ZKM3S4S\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation 15FT 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Y-Cable Splitter Cable Compatible with iPhone, iPod,Laptop,CD Players, Power Amplifier, Mixer, Home Stereo Systems, 4.5 Meters/Black\", \"asin\": \"B01JY2IA6A\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"DTECH 3ft 3.5mm to 1/4 Adapter Audio Stereo Cable TRS 1/8 to Dual Quarter Inch TS 6.35mm Y Splitter Guitar AMP Aux Cord for Headphones Jack Laptop Speaker Phone Mixer\", \"asin\": \"B0CKLBJ5RZ\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm 1/4 TS Mono Y Splitter Audio Cord Adapter Compatible with iPhone, PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System 6.6FT\", \"asin\": \"B00ZKM3S4S\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"1/8 Stereo to Dual 1/4 Mono Cable 10ft, 3.5mm to Dual 1/4 Cable, 1/8 inch TRS Stere...\", \"asin\": \"B0C2F6GMFD\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation 15FT 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Y-Cable Splitter Cable Compatible with iPhone, iPod,Laptop,CD Players, Power Amplifier, Mixer, Home Stereo Systems, 4.5 Meters/Black\", \"asin\": \"B01JY2IA6A\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"DTECH 3ft 3.5mm to 1/4 Adapter Audio Stereo Cable TRS 1/8 to Dual Quarter Inch TS 6.35mm Y Splitter Guitar AMP Aux Cord for Headphones Jack Laptop Speaker Phone Mixer\", \"asin\": \"B0CKLBJ5RZ\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to 6.35mm Audio Cable Guitar to Aux Male Cord with Zinc Alloy Housing and Nylon Braid for Guitar, Laptop, Home Theater Devices, Speaker and Amplifiers 6.6FT\", \"asin\": \"B00Y2LANNW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet\", \"asin\": \"B07PJTP7DR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"2pack 10Ft 3.5mm TRS to Dual 6.35mm Stereo Cable 1/8 TRS to Dual 6.35mm 1/4 TS Mono...\", \"asin\": \"B0CBJVW1NG\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"HOSONGIN 1/4\\\" Splitter Cable, TRS to Dual 1/4\\\" TRS Stereo Y Adapter, Gold-Plated Connectors, High-Fidelity Sound, Durable Aluminum Alloy Shell for Studio, DJ, Headphones, Live Sound Systems - 1.6Ft\", \"asin\": \"B083XSGNS8\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Lightning to Dual 6.35mm 1/4\\\" TS Mono Stereo Y-Cable Splitter,3 in 1 to Dual 1/4-in...\", \"asin\": \"B0CQCX65S7\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 6 feet\", \"asin\": \"B07K58VX13\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"DISINO 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 10 feet\", \"asin\": \"B07K583KLR\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet\", \"asin\": \"B07PJTP7DR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to 6.35mm Audio Cable Guitar to Aux Male Cord with Zinc Alloy Housing and Nylon Braid for Guitar, Laptop, Home Theater Devices, Speaker and Amplifiers 6.6FT\", \"asin\": \"B00Y2LANNW\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"3.5mm TRS to Dual 6.35mm 1/4 TS Mono Breakout Cable\\uff0c(3.3FT) Y Splitter Stereo Cord ...\", \"asin\": \"B0BX3GLSSX\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\"},\n{\"title\": \"DISINO 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 10 feet\", \"asin\": \"B07K583KLR\", \"price\": \"$16.99\"},\n{\"title\": \"Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet\", \"asin\": \"B07PJTP7DR\", \"price\": \"$9.99\"},\n{\"title\": \"Disino 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack Stereo Breakout Cable Path Cords - 6 feet\", \"asin\": \"B07K58VX13\", \"price\": \"$14.99\"},\n{\"title\": \"Hftywy 3.5mm to 2 x 6.35 mm Cable 15ft,1/8 to 1/4 Stereo Cable 3.5mm TRS to Dual 6.35mm TS Y Splitter Breakout Cord\\uff0cfor PC, Computer Sound Card, Mixer, Multimedia Speaker, Home Stereo System\", \"asin\": \"B08HVQB4GY\", \"price\": \"$15.99\"},\n{\"title\": \"J&D 3.5mm 1/8 inch TRS Male to Dual 6.35mm 1/4 inch TS Male Mono Stereo Y-Cable Splitter for Amplifiers/Audio Mixer/Audio Recorder/MP3/MP4, Nylon Braid, Gold Plated Copper Shell, 1.5 Feet\", \"asin\": \"B0768CM5KL\", \"price\": \"$7.59\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:08:16.284Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"J&D 3.5mm to 1/4 Headphone Adapter Cable, Gold Plated Audiowave Series 3.5mm 1/8 inch Female TRS to 6.35mm 1/4 inch Male TRS PVC Shelled Stereo Audio Cable for Mixer Guitar Piano Amplifier Speaker\", \"asin\": \"B07PPMWPK6\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"CableCreation 15FT 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Y-Cable Splitter Cable Compatible with iPhone, iPod,Laptop,CD Players, Power Amplifier, Mixer, Home Stereo Systems, 4.5 Meters/Black\", \"asin\": \"B01JY2IA6A\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"NewFantasia Replacement Audio Upgrade Cable Compatible with Sennheiser HD598, HD598Cs, HD560s, HD598SE, HD620S, HD400PRO, HD599, HD569, HD579, HD505 Headphones 1.2m/4feet\", \"asin\": \"B00KAKBHKM\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"MOBOREST 3.5mm M to 6.35mm F Stereo Pure Copper Adapter, 1/8 Inch Plug Male to 1/4 Inch Jack Female Adapter, Can be Used Conversion Headphone adapte, amp adapte, Black Fashion 2-Pack\", \"asin\": \"B07JPKQB7C\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"DISINO 1/8 to 1/4 Stereo Cable, Heavy Duty 3.5mm Mini Jack TRS to 6.35mm Jack TRS Audio Interconnect Path Cord Lead - 6.6 feet\", \"asin\": \"B07K58XYQS\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Devil Dog Pet Co. Himalayan Yak Cheese Dog Chews, Large - 3 Pack, 100% Natural & Healthy, Lactose-Free, Long-Lasting Dog Treats, Premium Yak Milk Chew Bones for Dogs\", \"asin\": \"B07T7TLFW2\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"DISINO 1/8 to 1/4 Stereo Cable, Heavy Duty 3.5mm Mini Jack TRS to 6.35mm Jack TRS Audio Interconnect Path Cord Lead - 3.3 feet\", \"asin\": \"B07K595PY5\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Yuyaokk 2Pack 100 ft Male Speakon to Speakon Cables, Professional 12 Guage AWG Audio Cord DJ Speaker Cable Wire with Twist Lock - 2 Conductor.\", \"asin\": \"B07QWL3LBD\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"3.5 mm to 6.35 mm Audio Cable 10Ft, Gold-Plated Terminal Silver Color Zinc Alloy Housing 3.5mm 1/8\\\" Male TRS to 6.35mm 1/4\\\" Male TRS Nylon Braided Stereo Audio Cable for CellPhone, Amplifiers(10Ft/3M)\", \"asin\": \"B07RJVGFJN\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"tisino 3.5mm to Dual XLR Stereo Cable 1/8 inch Mini Jack to 2 XLR Male Y Splitter Adapter Cord- 6.6 FT\", \"asin\": \"B07K59J42N\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Braided USB C to Micro USB Cable - 3.3ft, 480Mbps Data, 15W Charging, MicroUSB to USBC Cable, Micro-B 2.0 Cord for Wall Chargers, Game Controllers & More, Black\", \"asin\": \"B00UUBRX0Y\", \"price\": \"$6.29\", \"quantity\": \"\"},\n{\"title\": \"J&D Dual 1/4 inch TS to Dual RCA Cable, Heavy Duty 1/4 Male to RCA Male Adapter Stereo Audio Interconnect Quarter inch Cable, 6 Feet\", \"asin\": \"B08TTFRS1R\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7\", \"asin\": \"B09L951YB4\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black\", \"asin\": \"B01N6ZJH96\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Nettbe 126 PCS 6 Inches Reusable Cable Ties, Adjustable Cord Straps, Wire Organizer, Cord Wrap and Hook Loop Cable Management - Black\", \"asin\": \"B0CNWTJN41\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"GEARit Guitar Instrument Cable (15ft 2-Pack) 1/4 Inch to 1/4 inch TS Straight Male to Male 6.35mm Mono Jack with Alloy Connector and Nylon Braid\", \"asin\": \"B08JWT5SWT\", \"price\": \"$18.48\", \"quantity\": \"\"},\n{\"title\": \"OneKer USB Type C to 3.5mm Headphone Jack Adapter, (2-Pack) USB C to Aux Female Audio Dongle Cable Cord Compatible with iPhone 16/15 Pro/15 Plus/15 Pro Max,iPad Pro,MacBook, Samsung Galaxy S24 S23 S22\", \"asin\": \"B0B5D31N5V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Zoom V3 Vocal Processor, Harmony, Pitch Correction, Reverb, Delay, 16 Studio Grade Effects, Battery Powered, for Streaming, Recording, and Live Performance\", \"asin\": \"\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Blackmagic Design ATEM Mini Pro HDMI Live Stream Switcher (SWATEMMINIBPR)\", \"asin\": \"\", \"price\": \"$295.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie Mix5 5-Channel Compact Mixer\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"tisino 1/4 inch TRS Stereo to Dual 1/4 inch TS Mono Insert Cable Y-Splitter Stereo Breakout Cable Patch Cord - 3.3 feet\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"UGREEN Headphone Adapter for iPhone Lightning to 3.5mm Adapter Apple MFi Certified Lightning Aux Audio Jack Dongle Compatible with iPhone 14 Pro Max/14 Plus/13 12 11 Pro Max/SE/XS, Grey\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Smithok USB C to Dual 6.35mm 1/4 inch Stereo Splitter Y Cable, USB Type C to Dual 6.35mm 1/4 inch TS Audio Cord for iPhone 15 Series,Smartphone,Tablet,Laptop, Amplifier, Speaker(6.6 ft/2m)\", \"asin\": \"\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx 802S 8-channel Analog Streaming Mixer\", \"asin\": \"\", \"price\": \"$89.00\", \"quantity\": \"\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"\", \"price\": \"$168.99\", \"quantity\": \"\"},\n{\"title\": \"Syncwire Headphone Splitter, Nylon-Braided Extension Cable Audio Stereo Y Splitter (Hi-Fi Sound), 3.5mm Male To 2 Ports 3.5mm Female Headset Splitter for Phone, PS4, Switch, Tablets & More\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Premium Direct Injection Audio Box - 2.36\\\" x 4.09\\\" Passive DI Unit Hum Eliminator w/ Input Attenuator to Connect Guitar & Bass, 1/4'' Impedance Transformer Connector to Balanced & Unbalanced XLR\", \"asin\": \"\", \"price\": \"$24.90\", \"quantity\": \"\"},\n{\"title\": \"Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Monoprice XLR Male to 1/4-Inch TRS Male Cable - Gold Plated, High Fidelity and Eliminate Noise in the Recording Studio and On Stage, 16AWG, 6 Feet, Black, 6Ft\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Tisino USB C to 1/4 inch Audio Cable, USB C to Dual TS Mono Cable, 6.35mm TS to Type C Y-Splitter Audio Cable for Smartphone, Tablet, Laptop Link to Amplifier, Mixing Console, Speaker - 6.6 Feet\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR Microphone Cable (10 Feet, 10-Pack) - XLR Male to Female, Balanced Shielded Cable for Mic Mixer, Recording Studio, Podcast - Black, 10ft, 10 Pack\", \"asin\": \"\", \"price\": \"$62.48\", \"quantity\": \"\"},\n{\"title\": \"HOSONGIN Dual 1/4 inch TS to Dual 1/4 inch TS Stereo Interconnect Insert Cable, PVC Jacket Gold-Plated Plug Double Shielding Cable, 3.3 Feet\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"tisino 1/4 Mono to 1/8 Stereo Cable, 3.5mm TRS Stereo to 1/4 inch TS Mono Interconnect Cable (Mono to Stereo Adapter) - 3 feet\", \"asin\": \"\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"AkoaDa 1/4 to 1/8 Cable Stereo Audio Cable \\u301010ft\\u3011 6.35mm 1/4\\\" Male to 3.5mm 1/8\\\" Male TRS Bidirectional Stereo Audio Cable Jack for Guitar, iPod, Laptop, Home Theater Devices, Amplifiers(Grey)\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 3.5mm to 1/4 Adapter Aux Cord Stereo Audio Cable for Guitar, Keyboard Piano, Laptop, Home Theater Devices, Speaker and Amplifiers,Nylon Braid-3ft\", \"asin\": \"\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Devinal 3.5mm to Dual 1/4 Y Splitter Cable, 1/8\\\" Female TRS to Dual 6.35mm TS Male Adapter, Female Mini Jack Stereo to 2 Quarter inch Mono Converter 1 feet\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to 6.35mm Audio Cable Guitar to Aux Male Cord with Zinc Alloy Housing and Nylon Braid for Guitar, Laptop, Home Theater Devices, Speaker and Amplifiers 6.6FT\", \"asin\": \"\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino RCA to 1/4 Cable, Dual RCA to Dual 1/4 inch TS Stereo Audio Interconnect Cable Patch Cords - 10 feet\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"IK Multimedia iRig Stream stereo audio interface for iPhone, iPad, Mac, iOS and PC with USB-C, Lightning and USB for 24-bit, 48 kHz recording from mixers and studio gear\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"UGREEN 3.5mm to RCA Cable, 6.6FT RCA Male to Aux Audio Adapter HiFi Sound Headphone Jack Adapter Metal Shell Y Splitter Auxiliary Cord 1/8 Connector for Phone Speaker MP3 Tablet HDTV\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"VANDESAIL XLR Cables, 3ft 2 Pack Microphone Cable, XLR Male to Female Balanced Microphone Cord 3 pin, 3 Foot Short mic Cord Oxygen-Free Copper (OFC) Nylon Braided\", \"asin\": \"\", \"price\": \"$12.23\", \"quantity\": \"\"},\n{\"title\": \"CESS 2-Pack 1/4\\\" Stereo Phone Screw-On Adapter - Male 1/8\\\" to Male 1/4\\\" - 3.5mm Stereo to 6.35mm Stereo\", \"asin\": \"\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to 3.5mm Y-Splitter Cable, Unbalanced XLR Female to 1/8 Inch Mini Jack TRS Stereo Aux Interconnect Audio Mic Breakout Patch Cord - 6.6 Feet/2 Meters\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Behringer MicroAMP HA400 4-channel Headphone Amplifier (HA400d1)\", \"asin\": \"\", \"price\": \"$18.90\", \"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\": \"2025-04-12T22:10:33.651Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:10:33.651Z
|
click
|
other
|
rule
|
train
| 1,206 |
2025-04-12T22:10:33.651Z
|
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": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
<|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": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "J&D 3.5mm to 1/4 Headphone Adapter Cable, Gold Plated Audiowave Series 3.5mm 1/8 inch Female TRS to 6.35mm 1/4 inch Male TRS PVC Shelled Stereo Audio Cable for Mixer Guitar Piano Amplifier Speaker", "asin": "B07PPMWPK6", "price": "$12.95", "quantity": ""},
{"title": "CableCreation 15FT 3.5mm 1/8\" TRS to Dual 6.35mm 1/4\" TS Mono Y-Cable Splitter Cable Compatible with iPhone, iPod,Laptop,CD Players, Power Amplifier, Mixer, Home Stereo Systems, 4.5 Meters/Black", "asin": "B01JY2IA6A", "price": "$16.99", "quantity": ""},
{"title": "NewFantasia Replacement Audio Upgrade Cable Compatible with Sennheiser HD598, HD598Cs, HD560s, HD598SE, HD620S, HD400PRO, HD599, HD569, HD579, HD505 Headphones 1.2m/4feet", "asin": "B00KAKBHKM", "price": "$9.50", "quantity": ""},
{"title": "MOBOREST 3.5mm M to 6.35mm F Stereo Pure Copper Adapter, 1/8 Inch Plug Male to 1/4 Inch Jack Female Adapter, Can be Used Conversion Headphone adapte, amp adapte, Black Fashion 2-Pack", "asin": "B07JPKQB7C", "price": "$8.95", "quantity": ""},
{"title": "DISINO 1/8 to 1/4 Stereo Cable, Heavy Duty 3.5mm Mini Jack TRS to 6.35mm Jack TRS Audio Interconnect Path Cord Lead - 6.6 feet", "asin": "B07K58XYQS", "price": "$12.99", "quantity": ""},
{"title": "Devil Dog Pet Co. Himalayan Yak Cheese Dog Chews, Large - 3 Pack, 100% Natural & Healthy, Lactose-Free, Long-Lasting Dog Treats, Premium Yak Milk Chew Bones for Dogs", "asin": "B07T7TLFW2", "price": "$28.97", "quantity": ""},
{"title": "DISINO 1/8 to 1/4 Stereo Cable, Heavy Duty 3.5mm Mini Jack TRS to 6.35mm Jack TRS Audio Interconnect Path Cord Lead - 3.3 feet", "asin": "B07K595PY5", "price": "$10.99", "quantity": ""},
{"title": "Yuyaokk 2Pack 100 ft Male Speakon to Speakon Cables, Professional 12 Guage AWG Audio Cord DJ Speaker Cable Wire with Twist Lock - 2 Conductor.", "asin": "B07QWL3LBD", "price": "$75.99", "quantity": ""},
{"title": "3.5 mm to 6.35 mm Audio Cable 10Ft, Gold-Plated Terminal Silver Color Zinc Alloy Housing 3.5mm 1/8\" Male TRS to 6.35mm 1/4\" Male TRS Nylon Braided Stereo Audio Cable for CellPhone, Amplifiers(10Ft/3M)", "asin": "B07RJVGFJN", "price": "$8.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black", "asin": "B00QMITC7G", "price": "$9.99", "quantity": ""},
{"title": "tisino 3.5mm to Dual XLR Stereo Cable 1/8 inch Mini Jack to 2 XLR Male Y Splitter Adapter Cord- 6.6 FT", "asin": "B07K59J42N", "price": "$14.99", "quantity": ""},
{"title": "Cable Matters Braided USB C to Micro USB Cable - 3.3ft, 480Mbps Data, 15W Charging, MicroUSB to USBC Cable, Micro-B 2.0 Cord for Wall Chargers, Game Controllers & More, Black", "asin": "B00UUBRX0Y", "price": "$6.29", "quantity": ""},
{"title": "J&D Dual 1/4 inch TS to Dual RCA Cable, Heavy Duty 1/4 Male to RCA Male Adapter Stereo Audio Interconnect Quarter inch Cable, 6 Feet", "asin": "B08TTFRS1R", "price": "$12.99", "quantity": ""},
{"title": "Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7", "asin": "B09L951YB4", "price": "$7.99", "quantity": ""},
{"title": "OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black", "asin": "B01N6ZJH96", "price": "$31.99", "quantity": ""},
{"title": "Nettbe 126 PCS 6 Inches Reusable Cable Ties, Adjustable Cord Straps, Wire Organizer, Cord Wrap and Hook Loop Cable Management - Black", "asin": "B0CNWTJN41", "price": "$9.99", "quantity": ""},
{"title": "GEARit Guitar Instrument Cable (15ft 2-Pack) 1/4 Inch to 1/4 inch TS Straight Male to Male 6.35mm Mono Jack with Alloy Connector and Nylon Braid", "asin": "B08JWT5SWT", "price": "$18.48", "quantity": ""},
{"title": "OneKer USB Type C to 3.5mm Headphone Jack Adapter, (2-Pack) USB C to Aux Female Audio Dongle Cable Cord Compatible with iPhone 16/15 Pro/15 Plus/15 Pro Max,iPad Pro,MacBook, Samsung Galaxy S24 S23 S22", "asin": "B0B5D31N5V", "price": "$9.99", "quantity": ""},
{"title": "Zoom V3 Vocal Processor, Harmony, Pitch Correction, Reverb, Delay, 16 Studio Grade Effects, Battery Powered, for Streaming, Recording, and Live Performance", "asin": "", "price": "$249.99", "quantity": ""},
{"title": "Blackmagic Design ATEM Mini Pro HDMI Live Stream Switcher (SWATEMMINIBPR)", "asin": "", "price": "$295.00", "quantity": ""},
{"title": "Mackie Mix5 5-Channel Compact Mixer", "asin": "", "price": "$69.99", "quantity": ""},
{"title": "tisino 1/4 inch TRS Stereo to Dual 1/4 inch TS Mono Insert Cable Y-Splitter Stereo Breakout Cable Patch Cord - 3.3 feet", "asin": "", "price": "$12.99", "quantity": ""},
{"title": "Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)", "asin": "", "price": "$99.00", "quantity": ""},
{"title": "UGREEN Headphone Adapter for iPhone Lightning to 3.5mm Adapter Apple MFi Certified Lightning Aux Audio Jack Dongle Compatible with iPhone 14 Pro Max/14 Plus/13 12 11 Pro Max/SE/XS, Grey", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "Smithok USB C to Dual 6.35mm 1/4 inch Stereo Splitter Y Cable, USB Type C to Dual 6.35mm 1/4 inch TS Audio Cord for iPhone 15 Series,Smartphone,Tablet,Laptop, Amplifier, Speaker(6.6 ft/2m)", "asin": "", "price": "$9.97", "quantity": ""},
{"title": "Behringer Xenyx 802S 8-channel Analog Streaming Mixer", "asin": "", "price": "$89.00", "quantity": ""},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "", "price": "$168.99", "quantity": ""},
{"title": "Syncwire Headphone Splitter, Nylon-Braided Extension Cable Audio Stereo Y Splitter (Hi-Fi Sound), 3.5mm Male To 2 Ports 3.5mm Female Headset Splitter for Phone, PS4, Switch, Tablets & More", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Pyle Premium Direct Injection Audio Box - 2.36\" x 4.09\" Passive DI Unit Hum Eliminator w/ Input Attenuator to Connect Guitar & Bass, 1/4'' Impedance Transformer Connector to Balanced & Unbalanced XLR", "asin": "", "price": "$24.90", "quantity": ""},
{"title": "Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack", "asin": "", "price": "", "quantity": ""},
{"title": "Monoprice XLR Male to 1/4-Inch TRS Male Cable - Gold Plated, High Fidelity and Eliminate Noise in the Recording Studio and On Stage, 16AWG, 6 Feet, Black, 6Ft", "asin": "", "price": "", "quantity": ""},
{"title": "Tisino USB C to 1/4 inch Audio Cable, USB C to Dual TS Mono Cable, 6.35mm TS to Type C Y-Splitter Audio Cable for Smartphone, Tablet, Laptop Link to Amplifier, Mixing Console, Speaker - 6.6 Feet", "asin": "", "price": "", "quantity": ""},
{"title": "GearIT XLR Microphone Cable (10 Feet, 10-Pack) - XLR Male to Female, Balanced Shielded Cable for Mic Mixer, Recording Studio, Podcast - Black, 10ft, 10 Pack", "asin": "", "price": "$62.48", "quantity": ""},
{"title": "HOSONGIN Dual 1/4 inch TS to Dual 1/4 inch TS Stereo Interconnect Insert Cable, PVC Jacket Gold-Plated Plug Double Shielding Cable, 3.3 Feet", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "tisino 1/4 Mono to 1/8 Stereo Cable, 3.5mm TRS Stereo to 1/4 inch TS Mono Interconnect Cable (Mono to Stereo Adapter) - 3 feet", "asin": "", "price": "$10.99", "quantity": ""},
{"title": "AkoaDa 1/4 to 1/8 Cable Stereo Audio Cable \u301010ft\u3011 6.35mm 1/4\" Male to 3.5mm 1/8\" Male TRS Bidirectional Stereo Audio Cable Jack for Guitar, iPod, Laptop, Home Theater Devices, Amplifiers(Grey)", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Tisino 1/8 to 1/4 Stereo Cable, 3.5mm to 1/4 Adapter Aux Cord Stereo Audio Cable for Guitar, Keyboard Piano, Laptop, Home Theater Devices, Speaker and Amplifiers,Nylon Braid-3ft", "asin": "", "price": "$10.99", "quantity": ""},
{"title": "Devinal 3.5mm to Dual 1/4 Y Splitter Cable, 1/8\" Female TRS to Dual 6.35mm TS Male Adapter, Female Mini Jack Stereo to 2 Quarter inch Mono Converter 1 feet", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to 6.35mm Audio Cable Guitar to Aux Male Cord with Zinc Alloy Housing and Nylon Braid for Guitar, Laptop, Home Theater Devices, Speaker and Amplifiers 6.6FT", "asin": "", "price": "$13.99", "quantity": ""},
{"title": "Tisino RCA to 1/4 Cable, Dual RCA to Dual 1/4 inch TS Stereo Audio Interconnect Cable Patch Cords - 10 feet", "asin": "", "price": "$20.99", "quantity": ""},
{"title": "IK Multimedia iRig Stream stereo audio interface for iPhone, iPad, Mac, iOS and PC with USB-C, Lightning and USB for 24-bit, 48 kHz recording from mixers and studio gear", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "UGREEN 3.5mm to RCA Cable, 6.6FT RCA Male to Aux Audio Adapter HiFi Sound Headphone Jack Adapter Metal Shell Y Splitter Auxiliary Cord 1/8 Connector for Phone Speaker MP3 Tablet HDTV", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "VANDESAIL XLR Cables, 3ft 2 Pack Microphone Cable, XLR Male to Female Balanced Microphone Cord 3 pin, 3 Foot Short mic Cord Oxygen-Free Copper (OFC) Nylon Braided", "asin": "", "price": "$12.23", "quantity": ""},
{"title": "CESS 2-Pack 1/4\" Stereo Phone Screw-On Adapter - Male 1/8\" to Male 1/4\" - 3.5mm Stereo to 6.35mm Stereo", "asin": "", "price": "$9.49", "quantity": ""},
{"title": "Disino Dual Female XLR to 3.5mm Y-Splitter Cable, Unbalanced XLR Female to 1/8 Inch Mini Jack TRS Stereo Aux Interconnect Audio Mic Breakout Patch Cord - 6.6 Feet/2 Meters", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Behringer MicroAMP HA400 4-channel Headphone Amplifier (HA400d1)", "asin": "", "price": "$18.90", "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": "2025-04-12T22:10:33.651Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:10:33.651Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:10:33.651Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1206,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"J&D 3.5mm to 1/4 Headphone Adapter Cable, Gold Plated Audiowave Series 3.5mm 1/8 inch Female TRS to 6.35mm 1/4 inch Male TRS PVC Shelled Stereo Audio Cable for Mixer Guitar Piano Amplifier Speaker\", \"asin\": \"B07PPMWPK6\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"CableCreation 15FT 3.5mm 1/8\\\" TRS to Dual 6.35mm 1/4\\\" TS Mono Y-Cable Splitter Cable Compatible with iPhone, iPod,Laptop,CD Players, Power Amplifier, Mixer, Home Stereo Systems, 4.5 Meters/Black\", \"asin\": \"B01JY2IA6A\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"NewFantasia Replacement Audio Upgrade Cable Compatible with Sennheiser HD598, HD598Cs, HD560s, HD598SE, HD620S, HD400PRO, HD599, HD569, HD579, HD505 Headphones 1.2m/4feet\", \"asin\": \"B00KAKBHKM\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"MOBOREST 3.5mm M to 6.35mm F Stereo Pure Copper Adapter, 1/8 Inch Plug Male to 1/4 Inch Jack Female Adapter, Can be Used Conversion Headphone adapte, amp adapte, Black Fashion 2-Pack\", \"asin\": \"B07JPKQB7C\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"DISINO 1/8 to 1/4 Stereo Cable, Heavy Duty 3.5mm Mini Jack TRS to 6.35mm Jack TRS Audio Interconnect Path Cord Lead - 6.6 feet\", \"asin\": \"B07K58XYQS\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Devil Dog Pet Co. Himalayan Yak Cheese Dog Chews, Large - 3 Pack, 100% Natural & Healthy, Lactose-Free, Long-Lasting Dog Treats, Premium Yak Milk Chew Bones for Dogs\", \"asin\": \"B07T7TLFW2\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"DISINO 1/8 to 1/4 Stereo Cable, Heavy Duty 3.5mm Mini Jack TRS to 6.35mm Jack TRS Audio Interconnect Path Cord Lead - 3.3 feet\", \"asin\": \"B07K595PY5\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Yuyaokk 2Pack 100 ft Male Speakon to Speakon Cables, Professional 12 Guage AWG Audio Cord DJ Speaker Cable Wire with Twist Lock - 2 Conductor.\", \"asin\": \"B07QWL3LBD\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"3.5 mm to 6.35 mm Audio Cable 10Ft, Gold-Plated Terminal Silver Color Zinc Alloy Housing 3.5mm 1/8\\\" Male TRS to 6.35mm 1/4\\\" Male TRS Nylon Braided Stereo Audio Cable for CellPhone, Amplifiers(10Ft/3M)\", \"asin\": \"B07RJVGFJN\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"tisino 3.5mm to Dual XLR Stereo Cable 1/8 inch Mini Jack to 2 XLR Male Y Splitter Adapter Cord- 6.6 FT\", \"asin\": \"B07K59J42N\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Braided USB C to Micro USB Cable - 3.3ft, 480Mbps Data, 15W Charging, MicroUSB to USBC Cable, Micro-B 2.0 Cord for Wall Chargers, Game Controllers & More, Black\", \"asin\": \"B00UUBRX0Y\", \"price\": \"$6.29\", \"quantity\": \"\"},\n{\"title\": \"J&D Dual 1/4 inch TS to Dual RCA Cable, Heavy Duty 1/4 Male to RCA Male Adapter Stereo Audio Interconnect Quarter inch Cable, 6 Feet\", \"asin\": \"B08TTFRS1R\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7\", \"asin\": \"B09L951YB4\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"OneOdio Wired Over Ear Headphones Hi-Res Studio Monitor & Mixing DJ Stereo Headsets with 50mm Drivers and 1/4 to 3.5mm Jack for AMP Computer Recording Podcast Keyboard Guitar Laptop - Black\", \"asin\": \"B01N6ZJH96\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Nettbe 126 PCS 6 Inches Reusable Cable Ties, Adjustable Cord Straps, Wire Organizer, Cord Wrap and Hook Loop Cable Management - Black\", \"asin\": \"B0CNWTJN41\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"GEARit Guitar Instrument Cable (15ft 2-Pack) 1/4 Inch to 1/4 inch TS Straight Male to Male 6.35mm Mono Jack with Alloy Connector and Nylon Braid\", \"asin\": \"B08JWT5SWT\", \"price\": \"$18.48\", \"quantity\": \"\"},\n{\"title\": \"OneKer USB Type C to 3.5mm Headphone Jack Adapter, (2-Pack) USB C to Aux Female Audio Dongle Cable Cord Compatible with iPhone 16/15 Pro/15 Plus/15 Pro Max,iPad Pro,MacBook, Samsung Galaxy S24 S23 S22\", \"asin\": \"B0B5D31N5V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Zoom V3 Vocal Processor, Harmony, Pitch Correction, Reverb, Delay, 16 Studio Grade Effects, Battery Powered, for Streaming, Recording, and Live Performance\", \"asin\": \"\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Blackmagic Design ATEM Mini Pro HDMI Live Stream Switcher (SWATEMMINIBPR)\", \"asin\": \"\", \"price\": \"$295.00\", \"quantity\": \"\"},\n{\"title\": \"Mackie Mix5 5-Channel Compact Mixer\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"tisino 1/4 inch TRS Stereo to Dual 1/4 inch TS Mono Insert Cable Y-Splitter Stereo Breakout Cable Patch Cord - 3.3 feet\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58-LC)\", \"asin\": \"\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"UGREEN Headphone Adapter for iPhone Lightning to 3.5mm Adapter Apple MFi Certified Lightning Aux Audio Jack Dongle Compatible with iPhone 14 Pro Max/14 Plus/13 12 11 Pro Max/SE/XS, Grey\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Smithok USB C to Dual 6.35mm 1/4 inch Stereo Splitter Y Cable, USB Type C to Dual 6.35mm 1/4 inch TS Audio Cord for iPhone 15 Series,Smartphone,Tablet,Laptop, Amplifier, Speaker(6.6 ft/2m)\", \"asin\": \"\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Behringer Xenyx 802S 8-channel Analog Streaming Mixer\", \"asin\": \"\", \"price\": \"$89.00\", \"quantity\": \"\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"\", \"price\": \"$168.99\", \"quantity\": \"\"},\n{\"title\": \"Syncwire Headphone Splitter, Nylon-Braided Extension Cable Audio Stereo Y Splitter (Hi-Fi Sound), 3.5mm Male To 2 Ports 3.5mm Female Headset Splitter for Phone, PS4, Switch, Tablets & More\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Premium Direct Injection Audio Box - 2.36\\\" x 4.09\\\" Passive DI Unit Hum Eliminator w/ Input Attenuator to Connect Guitar & Bass, 1/4'' Impedance Transformer Connector to Balanced & Unbalanced XLR\", \"asin\": \"\", \"price\": \"$24.90\", \"quantity\": \"\"},\n{\"title\": \"Gearlux XLR Microphone Cable, Fully Balanced, Male to Female, 25 Feet - 2 Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Monoprice XLR Male to 1/4-Inch TRS Male Cable - Gold Plated, High Fidelity and Eliminate Noise in the Recording Studio and On Stage, 16AWG, 6 Feet, Black, 6Ft\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Tisino USB C to 1/4 inch Audio Cable, USB C to Dual TS Mono Cable, 6.35mm TS to Type C Y-Splitter Audio Cable for Smartphone, Tablet, Laptop Link to Amplifier, Mixing Console, Speaker - 6.6 Feet\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR Microphone Cable (10 Feet, 10-Pack) - XLR Male to Female, Balanced Shielded Cable for Mic Mixer, Recording Studio, Podcast - Black, 10ft, 10 Pack\", \"asin\": \"\", \"price\": \"$62.48\", \"quantity\": \"\"},\n{\"title\": \"HOSONGIN Dual 1/4 inch TS to Dual 1/4 inch TS Stereo Interconnect Insert Cable, PVC Jacket Gold-Plated Plug Double Shielding Cable, 3.3 Feet\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"tisino 1/4 Mono to 1/8 Stereo Cable, 3.5mm TRS Stereo to 1/4 inch TS Mono Interconnect Cable (Mono to Stereo Adapter) - 3 feet\", \"asin\": \"\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"AkoaDa 1/4 to 1/8 Cable Stereo Audio Cable \\u301010ft\\u3011 6.35mm 1/4\\\" Male to 3.5mm 1/8\\\" Male TRS Bidirectional Stereo Audio Cable Jack for Guitar, iPod, Laptop, Home Theater Devices, Amplifiers(Grey)\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 3.5mm to 1/4 Adapter Aux Cord Stereo Audio Cable for Guitar, Keyboard Piano, Laptop, Home Theater Devices, Speaker and Amplifiers,Nylon Braid-3ft\", \"asin\": \"\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Devinal 3.5mm to Dual 1/4 Y Splitter Cable, 1/8\\\" Female TRS to Dual 6.35mm TS Male Adapter, Female Mini Jack Stereo to 2 Quarter inch Mono Converter 1 feet\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"UGREEN 1/8 to 1/4 Stereo Cable 3.5mm TRS to 6.35mm Audio Cable Guitar to Aux Male Cord with Zinc Alloy Housing and Nylon Braid for Guitar, Laptop, Home Theater Devices, Speaker and Amplifiers 6.6FT\", \"asin\": \"\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino RCA to 1/4 Cable, Dual RCA to Dual 1/4 inch TS Stereo Audio Interconnect Cable Patch Cords - 10 feet\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"IK Multimedia iRig Stream stereo audio interface for iPhone, iPad, Mac, iOS and PC with USB-C, Lightning and USB for 24-bit, 48 kHz recording from mixers and studio gear\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"UGREEN 3.5mm to RCA Cable, 6.6FT RCA Male to Aux Audio Adapter HiFi Sound Headphone Jack Adapter Metal Shell Y Splitter Auxiliary Cord 1/8 Connector for Phone Speaker MP3 Tablet HDTV\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"VANDESAIL XLR Cables, 3ft 2 Pack Microphone Cable, XLR Male to Female Balanced Microphone Cord 3 pin, 3 Foot Short mic Cord Oxygen-Free Copper (OFC) Nylon Braided\", \"asin\": \"\", \"price\": \"$12.23\", \"quantity\": \"\"},\n{\"title\": \"CESS 2-Pack 1/4\\\" Stereo Phone Screw-On Adapter - Male 1/8\\\" to Male 1/4\\\" - 3.5mm Stereo to 6.35mm Stereo\", \"asin\": \"\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Disino Dual Female XLR to 3.5mm Y-Splitter Cable, Unbalanced XLR Female to 1/8 Inch Mini Jack TRS Stereo Aux Interconnect Audio Mic Breakout Patch Cord - 6.6 Feet/2 Meters\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Behringer MicroAMP HA400 4-channel Headphone Amplifier (HA400d1)\", \"asin\": \"\", \"price\": \"$18.90\", \"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\": \"2025-04-12T22:10:33.651Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"B0B9Q1MXKW\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"B0168K963W\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)\", \"asin\": \"B09VCM5H6C\", \"price\": \"$48.58\", \"quantity\": \"\"},\n{\"title\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.45\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:10:38.296Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:10:38.296Z
|
click
|
cart_page_select
|
rule
|
train
| 1,207 |
2025-04-12T22:10:38.296Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)", "asin": "B0BXQRXCZH", "price": "$61.15", "quantity": ""},
{"title": "Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.", "asin": "B0B9Q1MXKW", "price": "$38.96", "quantity": ""},
{"title": "Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.", "asin": "B0168K963W", "price": "$98.88", "quantity": ""},
{"title": "EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System", "asin": "B07TWB3RH5", "price": "$219.00", "quantity": ""},
{"title": "Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307", "asin": "B0CVYRT4GW", "price": "$109.00", "quantity": ""},
{"title": "EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers", "asin": "B008JZOX60", "price": "$109.99", "quantity": ""},
{"title": "Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)", "asin": "B09VCM5H6C", "price": "$48.58", "quantity": ""},
{"title": "PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema", "asin": "B00KNNSKV0", "price": "$13.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet", "asin": "B09KX2SD5D", "price": "$12.49", "quantity": ""},
{"title": "VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack", "asin": "B01EJ5UV3C", "price": "$5.99", "quantity": ""},
{"title": "Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World", "asin": "1783785667", "price": "$12.19", "quantity": ""},
{"title": "Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect", "asin": "0593418573", "price": "$19.97", "quantity": ""},
{"title": "J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet", "asin": "B07G4Y4NYP", "price": "$11.95", "quantity": ""}],
"active_items": [{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "3.3 feet"}]},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "delivery": "Delivery Tomorrow, Apr 13", "selected": true, "options": []},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6 ft"}]},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6-input"}, {"Style": "Built-in Effects"}]},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "delivery": "FREE delivery Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "Risk Assessment and Decision Analysis with Bayesian Networks", "asin": "1138035114", "price": "$63.45", "options": []},
{"title": "Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\"x142\")", "asin": "B0BTDG6VYM", "options": []},
{"title": "Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More", "asin": "B000N8MUR0", "options": [{"Size": "8 Ounce Pouch"}]},
{"title": "Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels", "asin": "B004R61NCW", "options": [{"Size": "240 Count (Pack of 1)"}]},
{"asin": "B004R61NCW", "options": []},
{"title": "Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong", "asin": "B084P7XJR8", "options": []},
{"title": "Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games", "asin": "B07JZFN8WS", "options": []},
{"title": "AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler", "asin": "B08166SLDF", "price": "$149.00", "options": [{"Style": "Processor"}]},
{"title": "Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B", "asin": "B08GLX7TNT", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:10:38.296Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:10:38.296Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:10:38.296Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 1207,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"B0B9Q1MXKW\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"B0168K963W\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)\", \"asin\": \"B09VCM5H6C\", \"price\": \"$48.58\", \"quantity\": \"\"},\n{\"title\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.45\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:10:38.296Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"B0B9Q1MXKW\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"B0168K963W\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)\", \"asin\": \"B09VCM5H6C\", \"price\": \"$48.58\", \"quantity\": \"\"},\n{\"title\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.45\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:10:38.315Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:10:38.315Z
|
click
|
cart_page_select
|
rule
|
train
| 1,208 |
2025-04-12T22:10:38.315Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)", "asin": "B0BXQRXCZH", "price": "$61.15", "quantity": ""},
{"title": "Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.", "asin": "B0B9Q1MXKW", "price": "$38.96", "quantity": ""},
{"title": "Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.", "asin": "B0168K963W", "price": "$98.88", "quantity": ""},
{"title": "EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System", "asin": "B07TWB3RH5", "price": "$219.00", "quantity": ""},
{"title": "Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307", "asin": "B0CVYRT4GW", "price": "$109.00", "quantity": ""},
{"title": "EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers", "asin": "B008JZOX60", "price": "$109.99", "quantity": ""},
{"title": "Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)", "asin": "B09VCM5H6C", "price": "$48.58", "quantity": ""},
{"title": "PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema", "asin": "B00KNNSKV0", "price": "$13.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet", "asin": "B09KX2SD5D", "price": "$12.49", "quantity": ""},
{"title": "VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack", "asin": "B01EJ5UV3C", "price": "$5.99", "quantity": ""},
{"title": "Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World", "asin": "1783785667", "price": "$12.19", "quantity": ""},
{"title": "Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect", "asin": "0593418573", "price": "$19.97", "quantity": ""},
{"title": "J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet", "asin": "B07G4Y4NYP", "price": "$11.95", "quantity": ""}],
"active_items": [{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "3.3 feet"}]},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "delivery": "Delivery Tomorrow, Apr 13", "selected": true, "options": []},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6 ft"}]},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6-input"}, {"Style": "Built-in Effects"}]},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "delivery": "FREE delivery Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "Risk Assessment and Decision Analysis with Bayesian Networks", "asin": "1138035114", "price": "$63.45", "options": []},
{"title": "Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\"x142\")", "asin": "B0BTDG6VYM", "options": []},
{"title": "Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More", "asin": "B000N8MUR0", "options": [{"Size": "8 Ounce Pouch"}]},
{"title": "Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels", "asin": "B004R61NCW", "options": [{"Size": "240 Count (Pack of 1)"}]},
{"asin": "B004R61NCW", "options": []},
{"title": "Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong", "asin": "B084P7XJR8", "options": []},
{"title": "Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games", "asin": "B07JZFN8WS", "options": []},
{"title": "AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler", "asin": "B08166SLDF", "price": "$149.00", "options": [{"Style": "Processor"}]},
{"title": "Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B", "asin": "B08GLX7TNT", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:10:38.315Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:10:38.315Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:10:38.315Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 1208,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"B0B9Q1MXKW\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"B0168K963W\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)\", \"asin\": \"B09VCM5H6C\", \"price\": \"$48.58\", \"quantity\": \"\"},\n{\"title\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.45\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:10:38.315Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"B0B9Q1MXKW\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"B0168K963W\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)\", \"asin\": \"B09VCM5H6C\", \"price\": \"$48.58\", \"quantity\": \"\"},\n{\"title\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.45\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:10:40.576Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:10:40.576Z
|
click
|
cart_page_select
|
rule
|
train
| 1,209 |
2025-04-12T22:10:40.576Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)", "asin": "B0BXQRXCZH", "price": "$61.15", "quantity": ""},
{"title": "Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.", "asin": "B0B9Q1MXKW", "price": "$38.96", "quantity": ""},
{"title": "Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.", "asin": "B0168K963W", "price": "$98.88", "quantity": ""},
{"title": "EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System", "asin": "B07TWB3RH5", "price": "$219.00", "quantity": ""},
{"title": "Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307", "asin": "B0CVYRT4GW", "price": "$109.00", "quantity": ""},
{"title": "EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers", "asin": "B008JZOX60", "price": "$109.99", "quantity": ""},
{"title": "Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)", "asin": "B09VCM5H6C", "price": "$48.58", "quantity": ""},
{"title": "PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema", "asin": "B00KNNSKV0", "price": "$13.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet", "asin": "B09KX2SD5D", "price": "$12.49", "quantity": ""},
{"title": "VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack", "asin": "B01EJ5UV3C", "price": "$5.99", "quantity": ""},
{"title": "Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World", "asin": "1783785667", "price": "$12.19", "quantity": ""},
{"title": "Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect", "asin": "0593418573", "price": "$19.97", "quantity": ""},
{"title": "J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet", "asin": "B07G4Y4NYP", "price": "$11.95", "quantity": ""}],
"active_items": [{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "3.3 feet"}]},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "delivery": "Delivery Tomorrow, Apr 13", "selected": true, "options": []},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6 ft"}]},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6-input"}, {"Style": "Built-in Effects"}]},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "delivery": "FREE delivery Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "Risk Assessment and Decision Analysis with Bayesian Networks", "asin": "1138035114", "price": "$63.45", "options": []},
{"title": "Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\"x142\")", "asin": "B0BTDG6VYM", "options": []},
{"title": "Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More", "asin": "B000N8MUR0", "options": [{"Size": "8 Ounce Pouch"}]},
{"title": "Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels", "asin": "B004R61NCW", "options": [{"Size": "240 Count (Pack of 1)"}]},
{"asin": "B004R61NCW", "options": []},
{"title": "Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong", "asin": "B084P7XJR8", "options": []},
{"title": "Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games", "asin": "B07JZFN8WS", "options": []},
{"title": "AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler", "asin": "B08166SLDF", "price": "$149.00", "options": [{"Style": "Processor"}]},
{"title": "Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B", "asin": "B08GLX7TNT", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:10:40.576Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:10:40.576Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:10:40.576Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 1209,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"B0B9Q1MXKW\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"B0168K963W\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)\", \"asin\": \"B09VCM5H6C\", \"price\": \"$48.58\", \"quantity\": \"\"},\n{\"title\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.45\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:10:40.576Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"B0B9Q1MXKW\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"B0168K963W\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)\", \"asin\": \"B09VCM5H6C\", \"price\": \"$48.58\", \"quantity\": \"\"},\n{\"title\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.45\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:10:40.596Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:10:40.596Z
|
click
|
cart_page_select
|
rule
|
train
| 1,210 |
2025-04-12T22:10:40.596Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)", "asin": "B0BXQRXCZH", "price": "$61.15", "quantity": ""},
{"title": "Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.", "asin": "B0B9Q1MXKW", "price": "$38.96", "quantity": ""},
{"title": "Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.", "asin": "B0168K963W", "price": "$98.88", "quantity": ""},
{"title": "EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System", "asin": "B07TWB3RH5", "price": "$219.00", "quantity": ""},
{"title": "Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307", "asin": "B0CVYRT4GW", "price": "$109.00", "quantity": ""},
{"title": "EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers", "asin": "B008JZOX60", "price": "$109.99", "quantity": ""},
{"title": "Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)", "asin": "B09VCM5H6C", "price": "$48.58", "quantity": ""},
{"title": "PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema", "asin": "B00KNNSKV0", "price": "$13.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet", "asin": "B09KX2SD5D", "price": "$12.49", "quantity": ""},
{"title": "VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack", "asin": "B01EJ5UV3C", "price": "$5.99", "quantity": ""},
{"title": "Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World", "asin": "1783785667", "price": "$12.19", "quantity": ""},
{"title": "Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect", "asin": "0593418573", "price": "$19.97", "quantity": ""},
{"title": "J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet", "asin": "B07G4Y4NYP", "price": "$11.95", "quantity": ""}],
"active_items": [{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "3.3 feet"}]},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "delivery": "Delivery Tomorrow, Apr 13", "selected": true, "options": []},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6 ft"}]},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6-input"}, {"Style": "Built-in Effects"}]},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "delivery": "FREE delivery Tue, Apr 15 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "Risk Assessment and Decision Analysis with Bayesian Networks", "asin": "1138035114", "price": "$63.45", "options": []},
{"title": "Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\"x142\")", "asin": "B0BTDG6VYM", "options": []},
{"title": "Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More", "asin": "B000N8MUR0", "options": [{"Size": "8 Ounce Pouch"}]},
{"title": "Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels", "asin": "B004R61NCW", "options": [{"Size": "240 Count (Pack of 1)"}]},
{"asin": "B004R61NCW", "options": []},
{"title": "Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong", "asin": "B084P7XJR8", "options": []},
{"title": "Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games", "asin": "B07JZFN8WS", "options": []},
{"title": "AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler", "asin": "B08166SLDF", "price": "$149.00", "options": [{"Style": "Processor"}]},
{"title": "Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B", "asin": "B08GLX7TNT", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:10:40.596Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:10:40.596Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:10:40.596Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 1210,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"B0B9Q1MXKW\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"B0168K963W\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)\", \"asin\": \"B09VCM5H6C\", \"price\": \"$48.58\", \"quantity\": \"\"},\n{\"title\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.45\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:10:40.596Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4V5G\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"J&D Dual 1/4 inch TS to Dual RCA Cable, Heavy Duty 1/4 Male to RCA Male Adapter Stereo Audio Interconnect Quarter inch Cable, 6 Feet\", \"asin\": \"B08TTFRS1R\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino RCA to 1/4 Cable, Dual RCA to Dual 1/4 inch TS Stereo Audio Interconnect Cable Patch Cords - 3.3 feet\", \"asin\": \"B083R5YRHX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"J&D Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Audiowave Series 2 x 6.35 mm Male TS to 2 RCA Male PVC Shelled Adapter Cable, 3 Feet\", \"asin\": \"B07PPMXV28\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Mixer with MP3 Player and 16 DSP Effects, Bluetooth and Recording Support...\", \"asin\": \"B0DSVLMZQT\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"8-Channel Audio Mixer, DJ Mixer, Sound Board Console with 99 DSP Effects, Bluetooth...\", \"asin\": \"B0CQCLVR6W\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"ART MX622BT 6-channel Stereo Mixer with Bluetooth\", \"asin\": \"B0CBLCTY18\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"6 Channel Audio Mixer Professional Sound Board Console w/99 DSP Effects 48V Phantom...\", \"asin\": \"B0CRB7C9KZ\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"3.5mm to Dual 1/4 Adapter 1/8 to 6.35mm TS Mono Audio Cable Stereo Breakout Cord Y ...\", \"asin\": \"B09XTR2BNH\", \"price\": \"$6.97\", \"quantity\": \"\"},\n{\"title\": \"J&D Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Audiowave Series 2 x 6.35 mm Male TS to 2 RCA Male PVC Shelled Adapter Cable, 6 Feet\", \"asin\": \"B0BCFGFLW6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"LanSenSu XLR to 1/4 TRS Stereo Adapter,XLR Male to 1/4 Inch (6.35mm) Stereo Balanced Microphone Stereo Audio Converter AdapterCable 2Pack(6.35mm to XLR Male-10ft)\", \"asin\": \"B0C2TYY47N\", \"price\": \"$18.88\", \"quantity\": \"\"},\n{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet\", \"asin\": \"B07PJTP7DR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$168.99\"},\n{\"title\": \"EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth\", \"asin\": \"B09Y2BSLF7\", \"price\": \"$79.99\"},\n{\"title\": \"Yamaha MG06 Mixing Console\", \"asin\": \"B00ICMQWLY\", \"price\": \"$137.99\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)\", \"asin\": \"B09SQCGT52\", \"price\": \"$377.99\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:11:06.156Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:11:06.156Z
|
click
|
review
|
rule
|
train
| 1,211 |
2025-04-12T22:11:06.156Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B00I2J4V5G"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects"},
{"price": "$169.99"},
{"bullet_list": "6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "6-input"},
{"Style": "Built-in Effects"}],
"promotion_items": [{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "J&D Dual 1/4 inch TS to Dual RCA Cable, Heavy Duty 1/4 Male to RCA Male Adapter Stereo Audio Interconnect Quarter inch Cable, 6 Feet", "asin": "B08TTFRS1R", "price": "$12.99", "quantity": ""},
{"title": "Tisino RCA to 1/4 Cable, Dual RCA to Dual 1/4 inch TS Stereo Audio Interconnect Cable Patch Cords - 3.3 feet", "asin": "B083R5YRHX", "price": "$16.99", "quantity": ""},
{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": ""},
{"title": "J&D Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Audiowave Series 2 x 6.35 mm Male TS to 2 RCA Male PVC Shelled Adapter Cable, 3 Feet", "asin": "B07PPMXV28", "price": "$8.99", "quantity": ""},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89", "quantity": ""},
{"title": "4 Channel Mixer with MP3 Player and 16 DSP Effects, Bluetooth and Recording Support...", "asin": "B0DSVLMZQT", "price": "$55.99", "quantity": ""},
{"title": "8-Channel Audio Mixer, DJ Mixer, Sound Board Console with 99 DSP Effects, Bluetooth...", "asin": "B0CQCLVR6W", "price": "$75.99", "quantity": ""},
{"title": "ART MX622BT 6-channel Stereo Mixer with Bluetooth", "asin": "B0CBLCTY18", "price": "$299.99", "quantity": ""},
{"title": "teenage engineering TX\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible", "asin": "B09VXQMK9K", "price": "$1,199.00", "quantity": ""},
{"title": "Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...", "asin": "B09MFQBJ3B", "price": "$103.99", "quantity": ""},
{"title": "8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...", "asin": "B0CYLBGWNC", "price": "$119.98", "quantity": ""},
{"title": "6 Channel Audio Mixer Professional Sound Board Console w/99 DSP Effects 48V Phantom...", "asin": "B0CRB7C9KZ", "price": "$79.00", "quantity": ""},
{"title": "Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters", "asin": "B078K7KY8V", "price": "$12.99", "quantity": ""},
{"title": "3.5mm to Dual 1/4 Adapter 1/8 to 6.35mm TS Mono Audio Cable Stereo Breakout Cord Y ...", "asin": "B09XTR2BNH", "price": "$6.97", "quantity": ""},
{"title": "J&D Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Audiowave Series 2 x 6.35 mm Male TS to 2 RCA Male PVC Shelled Adapter Cable, 6 Feet", "asin": "B0BCFGFLW6", "price": "$9.99", "quantity": ""},
{"title": "LanSenSu XLR to 1/4 TRS Stereo Adapter,XLR Male to 1/4 Inch (6.35mm) Stereo Balanced Microphone Stereo Audio Converter AdapterCable 2Pack(6.35mm to XLR Male-10ft)", "asin": "B0C2TYY47N", "price": "$18.88", "quantity": ""},
{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": ""},
{"title": "Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet", "asin": "B07PJTP7DR", "price": "$9.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""}],
"comparison_items": [{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$168.99"},
{"title": "EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth", "asin": "B09Y2BSLF7", "price": "$79.99"},
{"title": "Yamaha MG06 Mixing Console", "asin": "B00ICMQWLY", "price": "$137.99"},
{"title": "Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)", "asin": "B09SQCGT52", "price": "$377.99"},
{"title": "Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording", "asin": "B0B3TFQ1RQ", "price": "$103.99"},
{"title": "D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)", "asin": "B08F28M51Z", "price": "$95.89"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:11:06.156Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:11:06.156Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:11:06.156Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1211,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00I2J4V5G\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"6 channel stand-alone mixer with onboard SPX digital effects (no USB); 48V phantom power Featuring studio grade discrete class A D PRE amps with inverted Darlington circuit providing fat, natural sounding bass and smooth, soaring highs MG Series mixers feature a rugged, impact resistant, powder coated metal chassis; LED level metering XLR balanced outputs PAD switch on mono inputs +48V phantom power\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6-input\"},\n{\"Style\": \"Built-in Effects\"}],\n\"promotion_items\": [{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"J&D Dual 1/4 inch TS to Dual RCA Cable, Heavy Duty 1/4 Male to RCA Male Adapter Stereo Audio Interconnect Quarter inch Cable, 6 Feet\", \"asin\": \"B08TTFRS1R\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino RCA to 1/4 Cable, Dual RCA to Dual 1/4 inch TS Stereo Audio Interconnect Cable Patch Cords - 3.3 feet\", \"asin\": \"B083R5YRHX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"J&D Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Audiowave Series 2 x 6.35 mm Male TS to 2 RCA Male PVC Shelled Adapter Cable, 3 Feet\", \"asin\": \"B07PPMXV28\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Mixer with MP3 Player and 16 DSP Effects, Bluetooth and Recording Support...\", \"asin\": \"B0DSVLMZQT\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"8-Channel Audio Mixer, DJ Mixer, Sound Board Console with 99 DSP Effects, Bluetooth...\", \"asin\": \"B0CQCLVR6W\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"ART MX622BT 6-channel Stereo Mixer with Bluetooth\", \"asin\": \"B0CBLCTY18\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"teenage engineering TX\\u20136 portable and rechargeable 6 stereo channel mixer, usb audio interface and sound card, 8 hour battery life, built-in effects, ble and usb midi, iOS compatible\", \"asin\": \"B09VXQMK9K\", \"price\": \"$1,199.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Audio Mixer With Dual Wireless Microphone, Sound Board Console System ...\", \"asin\": \"B09MFQBJ3B\", \"price\": \"$103.99\", \"quantity\": \"\"},\n{\"title\": \"8 Channel Professional Audio Mixer Console Sound Board with 48V Phantom Power,USB A...\", \"asin\": \"B0CYLBGWNC\", \"price\": \"$119.98\", \"quantity\": \"\"},\n{\"title\": \"6 Channel Audio Mixer Professional Sound Board Console w/99 DSP Effects 48V Phantom...\", \"asin\": \"B0CRB7C9KZ\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Tisino Female XLR to 1/4 (6.35mm) TS Mono Jack Unbalanced Microphone Cable Mic Cord for Dynamic Microphone - 6.6 FT/2 Meters\", \"asin\": \"B078K7KY8V\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"3.5mm to Dual 1/4 Adapter 1/8 to 6.35mm TS Mono Audio Cable Stereo Breakout Cord Y ...\", \"asin\": \"B09XTR2BNH\", \"price\": \"$6.97\", \"quantity\": \"\"},\n{\"title\": \"J&D Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cable, Gold Plated Audiowave Series 2 x 6.35 mm Male TS to 2 RCA Male PVC Shelled Adapter Cable, 6 Feet\", \"asin\": \"B0BCFGFLW6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"LanSenSu XLR to 1/4 TRS Stereo Adapter,XLR Male to 1/4 Inch (6.35mm) Stereo Balanced Microphone Stereo Audio Converter AdapterCable 2Pack(6.35mm to XLR Male-10ft)\", \"asin\": \"B0C2TYY47N\", \"price\": \"$18.88\", \"quantity\": \"\"},\n{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 3.5mm TRS to Dual 6.35mm TS Breakout Cable 6 ft, 1/8 to 1/4 Stereo Cable, Y Splitter 3.5mm to 1/4 Cable, 1/4 to 1/8 Audio Cable - 6 Feet\", \"asin\": \"B07PJTP7DR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$168.99\"},\n{\"title\": \"EMB MX06BT 99 DSP 6-Channel Audio Mixer Mixing Console MP3 Sound Desk With Bluetooth\", \"asin\": \"B09Y2BSLF7\", \"price\": \"$79.99\"},\n{\"title\": \"Yamaha MG06 Mixing Console\", \"asin\": \"B00ICMQWLY\", \"price\": \"$137.99\"},\n{\"title\": \"Yamaha Mixer-Unpowered, Multicolored, 12-Input (MG12X CV)\", \"asin\": \"B09SQCGT52\", \"price\": \"$377.99\"},\n{\"title\": \"Professional Audio Mixer, 4 Channel Sound Mixer With Dual Wireless Mic, Sound Board Console MP3 Bluetooth 48V Phantom Power USB Interface DJ Mixing for Home Karaoke Party Computer Studio Recording\", \"asin\": \"B0B3TFQ1RQ\", \"price\": \"$103.99\"},\n{\"title\": \"D Debra SI Series Professional Portable Recording Mixer Audio with 99 DSP Digital Effects Mic Preamps and USB for DJ Mixer Console Karaoke Home Recording Studio (SI-4UX)\", \"asin\": \"B08F28M51Z\", \"price\": \"$95.89\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:11:06.156Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Lavalier Microphone Compatible with DJI Mic 2 & Rode Wireless Pro/Wireless GO 2 / II Transmitters - Omnidirectional Lav Lapel Wearable Mic for Vlog Interview Streaming Lectures Broadcasters\", \"asin\": \"B0BGHZF5ZJ\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, UHF Metal Cordless Handheld Mic System with Rechargeable Receiver, for Karaoke, Singing, Party, Wedding, DJ, Speech, 200ft (TW620), Grey\", \"asin\": \"B0859STSFJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"WENWEN Wireless Microphone System UHF 4 Channel 2 Handheld Mic 2 Headset 2 Lavalier Bodypack 2 Lapel Mic Pro Karaoke System Speaking Conference Wedding Party\", \"asin\": \"B07R683CTQ\", \"price\": \"$139.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:21:15.710Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:21:15.710Z
|
click
|
nav_bar
|
rule
|
train
| 1,212 |
2025-04-12T22:21:15.710Z
|
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": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B0CNXKDR99"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft", "asin": "B07KV2YB2L", "price": "$178.00", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...", "asin": "B0DFXYKDNZ", "price": "$169.99", "quantity": ""},
{"title": "GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,", "asin": "B076N8Y9TY", "price": "$149.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "2 Pack Lavalier Microphone Compatible with DJI Mic 2 & Rode Wireless Pro/Wireless GO 2 / II Transmitters - Omnidirectional Lav Lapel Wearable Mic for Vlog Interview Streaming Lectures Broadcasters", "asin": "B0BGHZF5ZJ", "price": "$11.99", "quantity": ""},
{"title": "TONOR Wireless Microphone, UHF Metal Cordless Handheld Mic System with Rechargeable Receiver, for Karaoke, Singing, Party, Wedding, DJ, Speech, 200ft (TW620), Grey", "asin": "B0859STSFJ", "price": "$32.99", "quantity": ""},
{"title": "WENWEN Wireless Microphone System UHF 4 Channel 2 Handheld Mic 2 Headset 2 Lavalier Bodypack 2 Lapel Mic Pro Karaoke System Speaking Conference Wedding Party", "asin": "B07R683CTQ", "price": "$139.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...", "asin": "B0CHJK2LDL", "price": "$359.00", "quantity": ""},
{"title": "Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...", "asin": "B0C1G2DDK1", "price": "$218.88", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...", "asin": "B0CCQ5LQGK", "price": "$359.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)", "asin": "B07JN62MZQ", "price": "$228.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "price": "$185.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:21:15.710Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:21:15.710Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:21:15.710Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 1212,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Lavalier Microphone Compatible with DJI Mic 2 & Rode Wireless Pro/Wireless GO 2 / II Transmitters - Omnidirectional Lav Lapel Wearable Mic for Vlog Interview Streaming Lectures Broadcasters\", \"asin\": \"B0BGHZF5ZJ\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone, UHF Metal Cordless Handheld Mic System with Rechargeable Receiver, for Karaoke, Singing, Party, Wedding, DJ, Speech, 200ft (TW620), Grey\", \"asin\": \"B0859STSFJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"WENWEN Wireless Microphone System UHF 4 Channel 2 Handheld Mic 2 Headset 2 Lavalier Bodypack 2 Lapel Mic Pro Karaoke System Speaking Conference Wedding Party\", \"asin\": \"B07R683CTQ\", \"price\": \"$139.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:21:15.710Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"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\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"B0B9Q1MXKW\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"B0168K963W\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)\", \"asin\": \"B09VCM5H6C\", \"price\": \"$48.58\", \"quantity\": \"\"},\n{\"title\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.45\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:21:26.620Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:21:26.620Z
|
purchase
|
B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G
|
rule
|
train
| 1,213 |
2025-04-12T22:21:26.620Z
|
purchase
|
B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "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": "Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)", "asin": "B0BXQRXCZH", "price": "$61.15", "quantity": ""},
{"title": "Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.", "asin": "B0B9Q1MXKW", "price": "$38.96", "quantity": ""},
{"title": "Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.", "asin": "B0168K963W", "price": "$98.88", "quantity": ""},
{"title": "EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System", "asin": "B07TWB3RH5", "price": "$219.00", "quantity": ""},
{"title": "Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307", "asin": "B0CVYRT4GW", "price": "$109.00", "quantity": ""},
{"title": "EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers", "asin": "B008JZOX60", "price": "$109.99", "quantity": ""},
{"title": "Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)", "asin": "B09VCM5H6C", "price": "$48.58", "quantity": ""},
{"title": "PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema", "asin": "B00KNNSKV0", "price": "$13.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet", "asin": "B09KX2SD5D", "price": "$12.49", "quantity": ""},
{"title": "VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack", "asin": "B01EJ5UV3C", "price": "$5.99", "quantity": ""},
{"title": "Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World", "asin": "1783785667", "price": "$12.19", "quantity": ""},
{"title": "Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect", "asin": "0593418573", "price": "$19.97", "quantity": ""},
{"title": "J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet", "asin": "B07G4Y4NYP", "price": "$11.95", "quantity": ""}],
"active_items": [{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "3.3 feet"}]},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "delivery": "Delivery Tomorrow, Apr 13", "selected": true, "options": []},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6 ft"}]},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6-input"}, {"Style": "Built-in Effects"}]},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "delivery": "FREE delivery Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "Risk Assessment and Decision Analysis with Bayesian Networks", "asin": "1138035114", "price": "$63.45", "options": []},
{"title": "Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\"x142\")", "asin": "B0BTDG6VYM", "options": []},
{"title": "Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More", "asin": "B000N8MUR0", "options": [{"Size": "8 Ounce Pouch"}]},
{"title": "Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels", "asin": "B004R61NCW", "options": [{"Size": "240 Count (Pack of 1)"}]},
{"asin": "B004R61NCW", "options": []},
{"title": "Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong", "asin": "B084P7XJR8", "options": []},
{"title": "Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games", "asin": "B07JZFN8WS", "options": []},
{"title": "AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler", "asin": "B08166SLDF", "price": "$149.00", "options": [{"Style": "Processor"}]},
{"title": "Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B", "asin": "B08GLX7TNT", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:21:26.620Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:21:26.620Z\",\"action\": \"purchase\",\"acion_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:21:26.620Z\",\"action\": \"purchase\",\"acion_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\",}</answer>",
"index": 1213,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T17:45:22.740Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T17:45:55.421Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T18:59:35.391Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:02:57.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:03:33.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T20:53:10.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:40.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:58:51.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T20:59:41.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:05:45.951Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:06:03.839Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:10:25.789Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:00.316Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:11:03.487Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:14:34.232Z\", \"action\": \"purchase\", \"action_argument\": \"B09SQB4BVX\"}\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"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\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"B0B9Q1MXKW\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"B0168K963W\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)\", \"asin\": \"B09VCM5H6C\", \"price\": \"$48.58\", \"quantity\": \"\"},\n{\"title\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.45\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:21:26.620Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"B0168K963W\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)\", \"asin\": \"B09VCM5H6C\", \"price\": \"$48.58\", \"quantity\": \"\"},\n{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"B0B9Q1MXKW\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.51\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:22:25.678Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:22:25.678Z
|
click_product
|
B0CNXKDR99
|
rule
|
train
| 1,214 |
2025-04-12T22:22:25.678Z
|
click_product
|
B0CNXKDR99
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.", "asin": "B0168K963W", "price": "$98.88", "quantity": ""},
{"title": "Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307", "asin": "B0CVYRT4GW", "price": "$109.00", "quantity": ""},
{"title": "EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System", "asin": "B07TWB3RH5", "price": "$219.00", "quantity": ""},
{"title": "Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)", "asin": "B09VCM5H6C", "price": "$48.58", "quantity": ""},
{"title": "Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)", "asin": "B0BXQRXCZH", "price": "$61.15", "quantity": ""},
{"title": "Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.", "asin": "B0B9Q1MXKW", "price": "$38.96", "quantity": ""},
{"title": "EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers", "asin": "B008JZOX60", "price": "$109.99", "quantity": ""},
{"title": "PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema", "asin": "B00KNNSKV0", "price": "$13.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet", "asin": "B09KX2SD5D", "price": "$12.49", "quantity": ""},
{"title": "VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack", "asin": "B01EJ5UV3C", "price": "$5.99", "quantity": ""},
{"title": "Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World", "asin": "1783785667", "price": "$12.19", "quantity": ""},
{"title": "Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect", "asin": "0593418573", "price": "$19.97", "quantity": ""},
{"title": "J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet", "asin": "B07G4Y4NYP", "price": "$11.95", "quantity": ""}],
"active_items": [{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "3.3 feet"}]},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "delivery": "Delivery Tomorrow, Apr 13", "selected": true, "options": []},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6 ft"}]},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6-input"}, {"Style": "Built-in Effects"}]},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "delivery": "FREE delivery Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "Risk Assessment and Decision Analysis with Bayesian Networks", "asin": "1138035114", "price": "$63.51", "options": []},
{"title": "Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\"x142\")", "asin": "B0BTDG6VYM", "options": []},
{"title": "Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More", "asin": "B000N8MUR0", "options": [{"Size": "8 Ounce Pouch"}]},
{"title": "Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels", "asin": "B004R61NCW", "options": [{"Size": "240 Count (Pack of 1)"}]},
{"asin": "B004R61NCW", "options": []},
{"title": "Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong", "asin": "B084P7XJR8", "options": []},
{"title": "Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games", "asin": "B07JZFN8WS", "options": []},
{"title": "AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler", "asin": "B08166SLDF", "price": "$149.00", "options": [{"Style": "Processor"}]},
{"title": "Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B", "asin": "B08GLX7TNT", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:22:25.678Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:22:25.678Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CNXKDR99\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:22:25.678Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CNXKDR99\",}</answer>",
"index": 1214,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"B0168K963W\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)\", \"asin\": \"B09VCM5H6C\", \"price\": \"$48.58\", \"quantity\": \"\"},\n{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"B0B9Q1MXKW\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.51\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:22:25.678Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Debra Audio Pro UHF 4 Channel Wireless Microphone System with Cordless Handheld Lavalier Headset Mics, Metal Receiver, Ideal for Karaoke Church Party (with 2 Handheld & 2 Bodypack (B))\", \"asin\": \"B09MQ54T1N\", \"price\": \"$135.89\", \"quantity\": \"\"},\n{\"title\": \"WENWEN Wireless Microphone System UHF 8 Channel 8 Lavalier Bodypacks 8 Lapel Mic 8 Headsets for Karaoke System Church Speaking Conference Wedding Party 3 Year Warranty\", \"asin\": \"B07YHFC1VM\", \"price\": \"$349.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Dual Dynamic Handheld UHF Wireless Microphone System, Metal Microphone...\", \"asin\": \"B0BHV29KHL\", \"price\": \"$119.95\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:22:32.484Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:22:32.484Z
|
click
|
other
|
rule
|
train
| 1,215 |
2025-04-12T22:22:32.484Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B0CNXKDR99"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Debra Audio Pro UHF 4 Channel Wireless Microphone System with Cordless Handheld Lavalier Headset Mics, Metal Receiver, Ideal for Karaoke Church Party (with 2 Handheld & 2 Bodypack (B))", "asin": "B09MQ54T1N", "price": "$135.89", "quantity": ""},
{"title": "WENWEN Wireless Microphone System UHF 8 Channel 8 Lavalier Bodypacks 8 Lapel Mic 8 Headsets for Karaoke System Church Speaking Conference Wedding Party 3 Year Warranty", "asin": "B07YHFC1VM", "price": "$349.00", "quantity": ""},
{"title": "Professional Dual Dynamic Handheld UHF Wireless Microphone System, Metal Microphone...", "asin": "B0BHV29KHL", "price": "$119.95", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft", "asin": "B07KV2YB2L", "price": "$178.00", "quantity": ""},
{"title": "GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft", "asin": "B07KV2YB2L", "price": "$178.00", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...", "asin": "B0DFXYKDNZ", "price": "$169.99", "quantity": ""},
{"title": "GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,", "asin": "B076N8Y9TY", "price": "$149.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...", "asin": "B0C1G2DDK1", "price": "$218.88", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...", "asin": "B0CHJK2LDL", "price": "$359.00", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...", "asin": "B0CCQ5LQGK", "price": "$359.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)", "asin": "B07JN62MZQ", "price": "$228.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "price": "$185.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:22:32.484Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:22:32.484Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:22:32.484Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1215,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Debra Audio Pro UHF 4 Channel Wireless Microphone System with Cordless Handheld Lavalier Headset Mics, Metal Receiver, Ideal for Karaoke Church Party (with 2 Handheld & 2 Bodypack (B))\", \"asin\": \"B09MQ54T1N\", \"price\": \"$135.89\", \"quantity\": \"\"},\n{\"title\": \"WENWEN Wireless Microphone System UHF 8 Channel 8 Lavalier Bodypacks 8 Lapel Mic 8 Headsets for Karaoke System Church Speaking Conference Wedding Party 3 Year Warranty\", \"asin\": \"B07YHFC1VM\", \"price\": \"$349.00\", \"quantity\": \"\"},\n{\"title\": \"Professional Dual Dynamic Handheld UHF Wireless Microphone System, Metal Microphone...\", \"asin\": \"B0BHV29KHL\", \"price\": \"$119.95\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:22:32.484Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09YLY3HWQ\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with The Customizable Medium Size Carrying Case\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Debra Audio Pro UHF 4 Channel Wireless Microphone System with Cordless Handheld Lavalier Headset Mics, Metal Receiver, Ideal for Karaoke Church Party (with 4 Handheld (A))\", \"asin\": \"B07YTMLGTS\", \"price\": \"$135.89\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Dual-Channel UHF Wireless Microphone System with Auto Scan & IR Sync \\u2013 200 Channels...\", \"asin\": \"B0BYSHF67S\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with The Customizable Medium Size Carrying Case\", \"price\": \"$188.90\"},\n{\"title\": \"Hiberr UHF Wireless Microphone \\u2013 2channel Handheld Mic, Auto Scan, 300FT Range, PA Amplifier, Signal Shielding, 8-10H Battery \\u2013 Ideal for Singers, DJs, Churches & Events (YU-E20).\", \"asin\": \"B0B4BQJMPN\", \"price\": \"$239.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:22:35.867Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:22:35.867Z
|
click
|
review
|
rule
|
train
| 1,216 |
2025-04-12T22:22:35.867Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "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": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B09YLY3HWQ"},
{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with The Customizable Medium Size Carrying Case"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Debra Audio Pro UHF 4 Channel Wireless Microphone System with Cordless Handheld Lavalier Headset Mics, Metal Receiver, Ideal for Karaoke Church Party (with 4 Handheld (A))", "asin": "B07YTMLGTS", "price": "$135.89", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Dual-Channel UHF Wireless Microphone System with Auto Scan & IR Sync \u2013 200 Channels...", "asin": "B0BYSHF67S", "price": "$119.99", "quantity": ""},
{"title": "eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys", "asin": "B0DHWGW42D", "price": "$23.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)", "asin": "B0C7MSPNB5", "price": "$319.99", "quantity": ""},
{"title": "4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...", "asin": "B0CRH8P5K6", "price": "$246.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with The Customizable Medium Size Carrying Case", "price": "$188.90"},
{"title": "Hiberr UHF Wireless Microphone \u2013 2channel Handheld Mic, Auto Scan, 300FT Range, PA Amplifier, Signal Shielding, 8-10H Battery \u2013 Ideal for Singers, DJs, Churches & Events (YU-E20).", "asin": "B0B4BQJMPN", "price": "$239.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:22:35.867Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:22:35.867Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:22:35.867Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1216,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09YLY3HWQ\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with The Customizable Medium Size Carrying Case\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Debra Audio Pro UHF 4 Channel Wireless Microphone System with Cordless Handheld Lavalier Headset Mics, Metal Receiver, Ideal for Karaoke Church Party (with 4 Handheld (A))\", \"asin\": \"B07YTMLGTS\", \"price\": \"$135.89\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Dual-Channel UHF Wireless Microphone System with Auto Scan & IR Sync \\u2013 200 Channels...\", \"asin\": \"B0BYSHF67S\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with The Customizable Medium Size Carrying Case\", \"price\": \"$188.90\"},\n{\"title\": \"Hiberr UHF Wireless Microphone \\u2013 2channel Handheld Mic, Auto Scan, 300FT Range, PA Amplifier, Signal Shielding, 8-10H Battery \\u2013 Ideal for Singers, DJs, Churches & Events (YU-E20).\", \"asin\": \"B0B4BQJMPN\", \"price\": \"$239.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:22:35.867Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09YLY3HWQ\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with The Customizable Medium Size Carrying Case\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Debra Audio Pro UHF 4 Channel Wireless Microphone System with Cordless Handheld Lavalier Headset Mics, Metal Receiver, Ideal for Karaoke Church Party (with 4 Handheld (A))\", \"asin\": \"B07YTMLGTS\", \"price\": \"$135.89\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Dual-Channel UHF Wireless Microphone System with Auto Scan & IR Sync \\u2013 200 Channels...\", \"asin\": \"B0BYSHF67S\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with The Customizable Medium Size Carrying Case\", \"price\": \"$188.90\"},\n{\"title\": \"Hiberr UHF Wireless Microphone \\u2013 2channel Handheld Mic, Auto Scan, 300FT Range, PA Amplifier, Signal Shielding, 8-10H Battery \\u2013 Ideal for Singers, DJs, Churches & Events (YU-E20).\", \"asin\": \"B0B4BQJMPN\", \"price\": \"$239.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:22:37.498Z\", // 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
|
2025-04-12T22:22:37.498Z
|
click
|
other
|
rule
|
train
| 1,217 |
2025-04-12T22:22:37.498Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "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": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B09YLY3HWQ"},
{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with The Customizable Medium Size Carrying Case"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "Debra Audio Pro UHF 4 Channel Wireless Microphone System with Cordless Handheld Lavalier Headset Mics, Metal Receiver, Ideal for Karaoke Church Party (with 4 Handheld (A))", "asin": "B07YTMLGTS", "price": "$135.89", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "quantity": ""},
{"title": "Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)", "asin": "B0D83CZHNW", "price": "$419.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Dual-Channel UHF Wireless Microphone System with Auto Scan & IR Sync \u2013 200 Channels...", "asin": "B0BYSHF67S", "price": "$119.99", "quantity": ""},
{"title": "eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys", "asin": "B0DHWGW42D", "price": "$23.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)", "asin": "B0C7MSPNB5", "price": "$319.99", "quantity": ""},
{"title": "4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...", "asin": "B0CRH8P5K6", "price": "$246.49", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with The Customizable Medium Size Carrying Case", "price": "$188.90"},
{"title": "Hiberr UHF Wireless Microphone \u2013 2channel Handheld Mic, Auto Scan, 300FT Range, PA Amplifier, Signal Shielding, 8-10H Battery \u2013 Ideal for Singers, DJs, Churches & Events (YU-E20).", "asin": "B0B4BQJMPN", "price": "$239.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:22:37.498Z", // 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\": \"2025-04-12T22:22:37.498Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:22:37.498Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1217,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09YLY3HWQ\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with The Customizable Medium Size Carrying Case\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Debra Audio Pro UHF 4 Channel Wireless Microphone System with Cordless Handheld Lavalier Headset Mics, Metal Receiver, Ideal for Karaoke Church Party (with 4 Handheld (A))\", \"asin\": \"B07YTMLGTS\", \"price\": \"$135.89\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual-Channel Wireless Microphone System, Dynamic Mics w/ID Lock, Tunable Power Level, Auto Scan, Spectrum Analyzer, True Diversity Cordless Handheld for Singing, DJ, Karaoke (PTAU-2)\", \"asin\": \"B0D83CZHNW\", \"price\": \"$419.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Dual-Channel UHF Wireless Microphone System with Auto Scan & IR Sync \\u2013 200 Channels...\", \"asin\": \"B0BYSHF67S\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with The Customizable Medium Size Carrying Case\", \"price\": \"$188.90\"},\n{\"title\": \"Hiberr UHF Wireless Microphone \\u2013 2channel Handheld Mic, Auto Scan, 300FT Range, PA Amplifier, Signal Shielding, 8-10H Battery \\u2013 Ideal for Singers, DJs, Churches & Events (YU-E20).\", \"asin\": \"B0B4BQJMPN\", \"price\": \"$239.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:22:37.498Z\", // 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\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09Y1VLG5V\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)\", \"asin\": \"B0CY5QG3KV\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\", \"price\": \"$170.90\"},\n{\"title\": \"SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\"},\n{\"title\": \"GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set\", \"asin\": \"B09Q8WHD48\", \"price\": \"$109.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:23:23.509Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:23:23.509Z
|
click
|
other
|
rule
|
train
| 1,218 |
2025-04-12T22:23:23.509Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "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": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B09Y1VLG5V"},
{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made", "asin": "B004MQSV04", "price": "$149.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...", "asin": "B0CT3BVX42", "price": "$215.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)", "asin": "B091TKMPRH", "price": "$109.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)", "asin": "B0C7MSPNB5", "price": "$319.99", "quantity": ""},
{"title": "eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys", "asin": "B0DHWGW42D", "price": "$23.99", "quantity": ""},
{"title": "4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...", "asin": "B0CRH8P5K6", "price": "$246.49", "quantity": ""},
{"title": "Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)", "asin": "B0CY5QG3KV", "price": "$129.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable", "price": "$170.90"},
{"title": "SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church", "asin": "B0C1G2DDK1", "price": "$218.88"},
{"title": "GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set", "asin": "B09Q8WHD48", "price": "$109.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \u2026", "asin": "B0CTMDZ8BX", "price": "$96.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:23:23.509Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:23:23.509Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:23:23.509Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1218,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09Y1VLG5V\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Cloud Microphones - Cloudlifter CL-1 Mic Activator - Ultra-Clean Microphone Preamp Gain - USA Made\", \"asin\": \"B004MQSV04\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)\", \"asin\": \"B0CY5QG3KV\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\", \"price\": \"$170.90\"},\n{\"title\": \"SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\"},\n{\"title\": \"GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set\", \"asin\": \"B09Q8WHD48\", \"price\": \"$109.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:23:23.509Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)\", \"asin\": \"B0BPM9GSJL\", \"price\": \"$243.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)\", \"asin\": \"B0CY5QG3KV\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:24:36.145Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:24:36.145Z
|
click
|
other
|
rule
|
train
| 1,219 |
2025-04-12T22:24:36.145Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "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": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B0CNXKDR99"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)", "asin": "B0BPM9GSJL", "price": "$243.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)", "asin": "B0CY5QG3KV", "price": "$129.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...", "asin": "B0DFXYKDNZ", "price": "$169.99", "quantity": ""},
{"title": "GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft", "asin": "B07KV2YB2L", "price": "$178.00", "quantity": ""},
{"title": "200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...", "asin": "B0749L15PF", "price": "$126.64", "quantity": ""},
{"title": "GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,", "asin": "B076N8Y9TY", "price": "$149.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...", "asin": "B0C1G2DDK1", "price": "$218.88", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...", "asin": "B0CHJK2LDL", "price": "$359.00", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...", "asin": "B0CCQ5LQGK", "price": "$359.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)", "asin": "B07JN62MZQ", "price": "$228.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "price": "$185.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:24:36.145Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:24:36.145Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:24:36.145Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1219,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)\", \"asin\": \"B0BPM9GSJL\", \"price\": \"$243.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)\", \"asin\": \"B0CY5QG3KV\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan...\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:24:36.145Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09Y1VLG5V\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"FOLTUSYMY Wireless Microphone, Dual Handheld Dynamic Microphone with Rechargeable Receiver, 200ft Range, Plug and Play, Karaoke Mic for Singing, Karaoke, Meeting, Church, Wedding, Conference\", \"asin\": \"B0DSZYWY7H\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)\", \"asin\": \"B0CY5QG3KV\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\", \"price\": \"$170.90\"},\n{\"title\": \"SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\"},\n{\"title\": \"GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set\", \"asin\": \"B09Q8WHD48\", \"price\": \"$109.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:26:24.007Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:26:24.007Z
|
click
|
other
|
rule
|
train
| 1,220 |
2025-04-12T22:26:24.007Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "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": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B09Y1VLG5V"},
{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)", "asin": "B091TKMPRH", "price": "$109.99", "quantity": ""},
{"title": "FOLTUSYMY Wireless Microphone, Dual Handheld Dynamic Microphone with Rechargeable Receiver, 200ft Range, Plug and Play, Karaoke Mic for Singing, Karaoke, Meeting, Church, Wedding, Conference", "asin": "B0DSZYWY7H", "price": "$39.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)", "asin": "B0C7MSPNB5", "price": "$319.99", "quantity": ""},
{"title": "eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys", "asin": "B0DHWGW42D", "price": "$23.99", "quantity": ""},
{"title": "4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...", "asin": "B0CRH8P5K6", "price": "$246.49", "quantity": ""},
{"title": "Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)", "asin": "B0CY5QG3KV", "price": "$129.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable", "price": "$170.90"},
{"title": "SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church", "asin": "B0C1G2DDK1", "price": "$218.88"},
{"title": "GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set", "asin": "B09Q8WHD48", "price": "$109.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \u2026", "asin": "B0CTMDZ8BX", "price": "$96.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:26:24.007Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:26:24.007Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:26:24.007Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1220,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09Y1VLG5V\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"FOLTUSYMY Wireless Microphone, Dual Handheld Dynamic Microphone with Rechargeable Receiver, 200ft Range, Plug and Play, Karaoke Mic for Singing, Karaoke, Meeting, Church, Wedding, Conference\", \"asin\": \"B0DSZYWY7H\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)\", \"asin\": \"B0CY5QG3KV\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\", \"price\": \"$170.90\"},\n{\"title\": \"SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\"},\n{\"title\": \"GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set\", \"asin\": \"B09Q8WHD48\", \"price\": \"$109.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:26:24.007Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXHXJQT\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 10Ft XLR Snake Cable PCBL-4IN1-10\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual Digital Wireless Microphone System, w/Handheld Dynamic Microphone, Bodypack Transmitter, Mini Receiver, 2x15 UHF Frequencies, Headset/Lapel Mic for Singing (PDP-2-1H1B)\", \"asin\": \"B0CLGWYY92\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)\", \"asin\": \"B0BPM9GSJL\", \"price\": \"$243.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"SGPRO Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjustable Frequency, Antenna Diversity, Superior Sound Quality, Ideal for Professional Audio and Events (SG-82BB)\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,\", \"asin\": \"B07KQKT1V4\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 10Ft XLR Snake Cable PCBL-4IN1-10\", \"price\": \"$195.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:27:46.292Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:27:46.292Z
|
click
|
other
|
rule
|
train
| 1,221 |
2025-04-12T22:27:46.292Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "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": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B0CNXHXJQT"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 10Ft XLR Snake Cable PCBL-4IN1-10"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Phenyx Pro Dual Digital Wireless Microphone System, w/Handheld Dynamic Microphone, Bodypack Transmitter, Mini Receiver, 2x15 UHF Frequencies, Headset/Lapel Mic for Singing (PDP-2-1H1B)", "asin": "B0CLGWYY92", "price": "$79.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)", "asin": "B0BPM9GSJL", "price": "$243.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "SGPRO Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjustable Frequency, Antenna Diversity, Superior Sound Quality, Ideal for Professional Audio and Events (SG-82BB)", "asin": "B0DFXYKDNZ", "price": "$169.99", "quantity": ""},
{"title": "GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,", "asin": "B076N8Y9TY", "price": "$149.00", "quantity": ""},
{"title": "GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft", "asin": "B07KV2YB2L", "price": "$178.00", "quantity": ""},
{"title": "GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,", "asin": "B07KQKT1V4", "price": "$159.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...", "asin": "B0C1G2DDK1", "price": "$218.88", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...", "asin": "B0CHJK2LDL", "price": "$359.00", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...", "asin": "B0CCQ5LQGK", "price": "$359.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)", "asin": "B07JN62MZQ", "price": "$228.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...", "asin": "B0DFXTB9RR", "price": "$169.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 10Ft XLR Snake Cable PCBL-4IN1-10", "price": "$195.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64"},
{"title": "Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)", "asin": "B0000AQRSU", "price": "$109.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:27:46.292Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:27:46.292Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:27:46.292Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1221,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXHXJQT\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 10Ft XLR Snake Cable PCBL-4IN1-10\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual Digital Wireless Microphone System, w/Handheld Dynamic Microphone, Bodypack Transmitter, Mini Receiver, 2x15 UHF Frequencies, Headset/Lapel Mic for Singing (PDP-2-1H1B)\", \"asin\": \"B0CLGWYY92\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)\", \"asin\": \"B0BPM9GSJL\", \"price\": \"$243.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"SGPRO Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjustable Frequency, Antenna Diversity, Superior Sound Quality, Ideal for Professional Audio and Events (SG-82BB)\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,\", \"asin\": \"B07KQKT1V4\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Ch...\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 10Ft XLR Snake Cable PCBL-4IN1-10\", \"price\": \"$195.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"},\n{\"title\": \"Shure SM58 Pro XLR Dynamic Microphone with On/Off Switch - Professional Studio & Live Performance Cardioid Mic for Vocals, Podcasting, and Recording (SM58S)\", \"asin\": \"B0000AQRSU\", \"price\": \"$109.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:27:46.292Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09Y1VLG5V\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)\", \"asin\": \"B0CY5QG3KV\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\", \"price\": \"$170.90\"},\n{\"title\": \"SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\"},\n{\"title\": \"GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set\", \"asin\": \"B09Q8WHD48\", \"price\": \"$109.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:29:21.330Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:29:21.330Z
|
click
|
page_related
|
rule
|
train
| 1,222 |
2025-04-12T22:29:21.330Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "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": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B09Y1VLG5V"},
{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)", "asin": "B0CY5QG3KV", "price": "$129.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)", "asin": "B091TKMPRH", "price": "$109.99", "quantity": ""},
{"title": "Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...", "asin": "B0CT3BVX42", "price": "$215.00", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)", "asin": "B0C7MSPNB5", "price": "$319.99", "quantity": ""},
{"title": "eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys", "asin": "B0DHWGW42D", "price": "$23.99", "quantity": ""},
{"title": "4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...", "asin": "B0CRH8P5K6", "price": "$246.49", "quantity": ""},
{"title": "Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)", "asin": "B0CRVH644C", "price": "$329.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable", "price": "$170.90"},
{"title": "SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church", "asin": "B0C1G2DDK1", "price": "$218.88"},
{"title": "GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set", "asin": "B09Q8WHD48", "price": "$109.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \u2026", "asin": "B0CTMDZ8BX", "price": "$96.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:29:21.330Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:29:21.330Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:29:21.330Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 1222,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09Y1VLG5V\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)\", \"asin\": \"B0CY5QG3KV\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\", \"price\": \"$170.90\"},\n{\"title\": \"SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\"},\n{\"title\": \"GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set\", \"asin\": \"B09Q8WHD48\", \"price\": \"$109.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:29:21.330Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09Y1VLG5V\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)\", \"asin\": \"B0CY5QG3KV\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\", \"price\": \"$170.90\"},\n{\"title\": \"SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\"},\n{\"title\": \"GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set\", \"asin\": \"B09Q8WHD48\", \"price\": \"$109.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:29:23.468Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:29:23.468Z
|
click
|
other
|
rule
|
train
| 1,223 |
2025-04-12T22:29:23.468Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "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": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B09Y1VLG5V"},
{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)", "asin": "B0CY5QG3KV", "price": "$129.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)", "asin": "B091TKMPRH", "price": "$109.99", "quantity": ""},
{"title": "Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...", "asin": "B0CT3BVX42", "price": "$215.00", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)", "asin": "B0C7MSPNB5", "price": "$319.99", "quantity": ""},
{"title": "eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys", "asin": "B0DHWGW42D", "price": "$23.99", "quantity": ""},
{"title": "4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...", "asin": "B0CRH8P5K6", "price": "$246.49", "quantity": ""},
{"title": "Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)", "asin": "B0CRVH644C", "price": "$329.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable", "price": "$170.90"},
{"title": "SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church", "asin": "B0C1G2DDK1", "price": "$218.88"},
{"title": "GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set", "asin": "B09Q8WHD48", "price": "$109.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \u2026", "asin": "B0CTMDZ8BX", "price": "$96.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:29:23.468Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:29:23.468Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:29:23.468Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1223,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09Y1VLG5V\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)\", \"asin\": \"B0CY5QG3KV\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\", \"price\": \"$170.90\"},\n{\"title\": \"SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\"},\n{\"title\": \"GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set\", \"asin\": \"B09Q8WHD48\", \"price\": \"$109.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:29:23.468Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09Y1VLG5V\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)\", \"asin\": \"B0CY5QG3KV\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\", \"price\": \"$170.90\"},\n{\"title\": \"SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\"},\n{\"title\": \"GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set\", \"asin\": \"B09Q8WHD48\", \"price\": \"$109.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:29:39.061Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:29:39.061Z
|
click
|
other
|
rule
|
train
| 1,224 |
2025-04-12T22:29:39.061Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:23.468Z", "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": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B09Y1VLG5V"},
{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)", "asin": "B0CY5QG3KV", "price": "$129.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)", "asin": "B091TKMPRH", "price": "$109.99", "quantity": ""},
{"title": "Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...", "asin": "B0CT3BVX42", "price": "$215.00", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)", "asin": "B0C7MSPNB5", "price": "$319.99", "quantity": ""},
{"title": "eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys", "asin": "B0DHWGW42D", "price": "$23.99", "quantity": ""},
{"title": "4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...", "asin": "B0CRH8P5K6", "price": "$246.49", "quantity": ""},
{"title": "Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)", "asin": "B0CRVH644C", "price": "$329.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable", "price": "$170.90"},
{"title": "SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church", "asin": "B0C1G2DDK1", "price": "$218.88"},
{"title": "GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set", "asin": "B09Q8WHD48", "price": "$109.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \u2026", "asin": "B0CTMDZ8BX", "price": "$96.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:29:39.061Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:29:39.061Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:29:39.061Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1224,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09Y1VLG5V\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)\", \"asin\": \"B0CY5QG3KV\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\", \"price\": \"$170.90\"},\n{\"title\": \"SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\"},\n{\"title\": \"GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set\", \"asin\": \"B09Q8WHD48\", \"price\": \"$109.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:29:39.061Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual Digital Wireless Microphone System, w/Handheld Dynamic Microphone, Bodypack Transmitter, Mini Receiver, 2x15 UHF Frequencies, Headset/Lapel Mic for Singing (PDP-2-1H1B)\", \"asin\": \"B0CLGWYY92\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)\", \"asin\": \"B0BPM9GSJL\", \"price\": \"$243.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,\", \"asin\": \"B07KQKT1V4\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:29:46.074Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:29:46.074Z
|
click
|
page_related
|
rule
|
train
| 1,225 |
2025-04-12T22:29:46.074Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:23.468Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:39.061Z", "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": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B0CNXKDR99"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Dual Digital Wireless Microphone System, w/Handheld Dynamic Microphone, Bodypack Transmitter, Mini Receiver, 2x15 UHF Frequencies, Headset/Lapel Mic for Singing (PDP-2-1H1B)", "asin": "B0CLGWYY92", "price": "$79.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)", "asin": "B0CRVH644C", "price": "$329.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)", "asin": "B0BPM9GSJL", "price": "$243.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...", "asin": "B0DFXYKDNZ", "price": "$169.99", "quantity": ""},
{"title": "GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft", "asin": "B07KV2YB2L", "price": "$178.00", "quantity": ""},
{"title": "GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,", "asin": "B076N8Y9TY", "price": "$149.00", "quantity": ""},
{"title": "GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,", "asin": "B07KQKT1V4", "price": "$159.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...", "asin": "B0C1G2DDK1", "price": "$218.88", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...", "asin": "B0CCQ5LQGK", "price": "$359.00", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...", "asin": "B0CHJK2LDL", "price": "$359.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)", "asin": "B07JN62MZQ", "price": "$228.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "price": "$185.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:29:46.074Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:29:46.074Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:29:46.074Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 1225,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual Digital Wireless Microphone System, w/Handheld Dynamic Microphone, Bodypack Transmitter, Mini Receiver, 2x15 UHF Frequencies, Headset/Lapel Mic for Singing (PDP-2-1H1B)\", \"asin\": \"B0CLGWYY92\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)\", \"asin\": \"B0BPM9GSJL\", \"price\": \"$243.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,\", \"asin\": \"B07KQKT1V4\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:29:46.074Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual Digital Wireless Microphone System, w/Handheld Dynamic Microphone, Bodypack Transmitter, Mini Receiver, 2x15 UHF Frequencies, Headset/Lapel Mic for Singing (PDP-2-1H1B)\", \"asin\": \"B0CLGWYY92\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)\", \"asin\": \"B0BPM9GSJL\", \"price\": \"$243.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,\", \"asin\": \"B07KQKT1V4\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:29:47.958Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:29:47.958Z
|
click
|
other
|
rule
|
train
| 1,226 |
2025-04-12T22:29:47.958Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:23.468Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:39.061Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:46.074Z", "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": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B0CNXKDR99"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Dual Digital Wireless Microphone System, w/Handheld Dynamic Microphone, Bodypack Transmitter, Mini Receiver, 2x15 UHF Frequencies, Headset/Lapel Mic for Singing (PDP-2-1H1B)", "asin": "B0CLGWYY92", "price": "$79.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)", "asin": "B0CRVH644C", "price": "$329.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)", "asin": "B0BPM9GSJL", "price": "$243.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...", "asin": "B0DFXYKDNZ", "price": "$169.99", "quantity": ""},
{"title": "GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft", "asin": "B07KV2YB2L", "price": "$178.00", "quantity": ""},
{"title": "GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,", "asin": "B076N8Y9TY", "price": "$149.00", "quantity": ""},
{"title": "GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,", "asin": "B07KQKT1V4", "price": "$159.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...", "asin": "B0C1G2DDK1", "price": "$218.88", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...", "asin": "B0CCQ5LQGK", "price": "$359.00", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...", "asin": "B0CHJK2LDL", "price": "$359.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)", "asin": "B07JN62MZQ", "price": "$228.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "price": "$185.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:29:47.958Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:29:47.958Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:29:47.958Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1226,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual Digital Wireless Microphone System, w/Handheld Dynamic Microphone, Bodypack Transmitter, Mini Receiver, 2x15 UHF Frequencies, Headset/Lapel Mic for Singing (PDP-2-1H1B)\", \"asin\": \"B0CLGWYY92\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)\", \"asin\": \"B0BPM9GSJL\", \"price\": \"$243.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,\", \"asin\": \"B07KQKT1V4\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:29:47.958Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual Digital Wireless Microphone System, w/Handheld Dynamic Microphone, Bodypack Transmitter, Mini Receiver, 2x15 UHF Frequencies, Headset/Lapel Mic for Singing (PDP-2-1H1B)\", \"asin\": \"B0CLGWYY92\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)\", \"asin\": \"B0BPM9GSJL\", \"price\": \"$243.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,\", \"asin\": \"B07KQKT1V4\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:30:11.822Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:30:11.822Z
|
click
|
other
|
rule
|
train
| 1,227 |
2025-04-12T22:30:11.822Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:23.468Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:39.061Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:46.074Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:47.958Z", "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": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B0CNXKDR99"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Dual Digital Wireless Microphone System, w/Handheld Dynamic Microphone, Bodypack Transmitter, Mini Receiver, 2x15 UHF Frequencies, Headset/Lapel Mic for Singing (PDP-2-1H1B)", "asin": "B0CLGWYY92", "price": "$79.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)", "asin": "B0CRVH644C", "price": "$329.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)", "asin": "B0BPM9GSJL", "price": "$243.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...", "asin": "B0DFXYKDNZ", "price": "$169.99", "quantity": ""},
{"title": "GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft", "asin": "B07KV2YB2L", "price": "$178.00", "quantity": ""},
{"title": "GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,", "asin": "B076N8Y9TY", "price": "$149.00", "quantity": ""},
{"title": "GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,", "asin": "B07KQKT1V4", "price": "$159.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...", "asin": "B0C1G2DDK1", "price": "$218.88", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...", "asin": "B0CCQ5LQGK", "price": "$359.00", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...", "asin": "B0CHJK2LDL", "price": "$359.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)", "asin": "B07JN62MZQ", "price": "$228.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "price": "$185.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:30:11.822Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:30:11.822Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:30:11.822Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1227,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual Digital Wireless Microphone System, w/Handheld Dynamic Microphone, Bodypack Transmitter, Mini Receiver, 2x15 UHF Frequencies, Headset/Lapel Mic for Singing (PDP-2-1H1B)\", \"asin\": \"B0CLGWYY92\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)\", \"asin\": \"B0BPM9GSJL\", \"price\": \"$243.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,\", \"asin\": \"B07KQKT1V4\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:30:11.822Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual Digital Wireless Microphone System, w/Handheld Dynamic Microphone, Bodypack Transmitter, Mini Receiver, 2x15 UHF Frequencies, Headset/Lapel Mic for Singing (PDP-2-1H1B)\", \"asin\": \"B0CLGWYY92\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)\", \"asin\": \"B0BPM9GSJL\", \"price\": \"$243.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,\", \"asin\": \"B07KQKT1V4\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:31:22.820Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:31:22.820Z
|
click
|
other
|
rule
|
train
| 1,228 |
2025-04-12T22:31:22.820Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:23.468Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:39.061Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:46.074Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:47.958Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:30:11.822Z", "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": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B0CNXKDR99"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro Dual Digital Wireless Microphone System, w/Handheld Dynamic Microphone, Bodypack Transmitter, Mini Receiver, 2x15 UHF Frequencies, Headset/Lapel Mic for Singing (PDP-2-1H1B)", "asin": "B0CLGWYY92", "price": "$79.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "quantity": ""},
{"title": "TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker", "asin": "B0CYPND9ZY", "price": "$124.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)", "asin": "B0CRVH644C", "price": "$329.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)", "asin": "B0BPM9GSJL", "price": "$243.99", "quantity": ""},
{"title": "Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...", "asin": "B0DFXYKDNZ", "price": "$169.99", "quantity": ""},
{"title": "GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft", "asin": "B07KV2YB2L", "price": "$178.00", "quantity": ""},
{"title": "GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,", "asin": "B076N8Y9TY", "price": "$149.00", "quantity": ""},
{"title": "GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,", "asin": "B07KQKT1V4", "price": "$159.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...", "asin": "B0C1G2DDK1", "price": "$218.88", "quantity": ""},
{"title": "Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...", "asin": "B0CCQ5LQGK", "price": "$359.00", "quantity": ""},
{"title": "Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...", "asin": "B0CHJK2LDL", "price": "$359.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)", "asin": "B07JN62MZQ", "price": "$228.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "price": "$185.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft", "asin": "B0D9J1HBGY", "price": "$110.99"},
{"title": "Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99"},
{"title": "innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)", "asin": "B0749L15PF", "price": "$126.64"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:31:22.820Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:31:22.820Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:31:22.820Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1228,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"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\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CNXKDR99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF cordless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs hassle-free IR synchronization to pair up the receiver and cordless mics smoothly within seconds, with minimum dropouts, and maximum feedback rejection. Long-range operation for wireless DJ microphone system of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and handheld microphones. The endurable microfono inalambrico is equipped with a high-quality cardioid dynamic cartridge for clear, robust optimal true sound. Full range response for great reproduction of vocal tone. The multichannel feature enables users to select frequencies when preset frequency fails for interference-free reliable performance and simultaneous multiset operation AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF wireless karaoke microphone system equips with auto scan function, which enables wireless microphone & system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. High-gain antennas increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF handheld microphone wireless,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Dual Digital Wireless Microphone System, w/Handheld Dynamic Microphone, Bodypack Transmitter, Mini Receiver, 2x15 UHF Frequencies, Headset/Lapel Mic for Singing (PDP-2-1H1B)\", \"asin\": \"B0CLGWYY92\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR Wireless Microphone System, 4 * 10-Channel UHF Cordless Handheld Mic Set with Headset/Lavalier Lapel Mics, Bodypack Transmitter, Receiver, 200ft Range for Karaoke Singing Church DJ PA Speaker\", \"asin\": \"B0CYPND9ZY\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)\", \"asin\": \"B0BPM9GSJL\", \"price\": \"$243.99\", \"quantity\": \"\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Transmitter & Receiver, 520-590 MHz Adjusta...\", \"asin\": \"B0DFXYKDNZ\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x800 Adjustable Frequency UHF True Diversity Wireless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft\", \"asin\": \"B07KV2YB2L\", \"price\": \"$178.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 4 Handheld Wireless Microphone Cordless mics System, Ideal for Church, Karaoke, Dj Party, Range up to 300 ft,\", \"asin\": \"B076N8Y9TY\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"GTD Audio 2x100 Adjustable Channels UHF Wireless Cordless Handheld Microphone Mic System Ideal for Church, Karaoke, Dj Party, Range 400 ft,\", \"asin\": \"B07KQKT1V4\", \"price\": \"$159.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversit...\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\", \"quantity\": \"\"},\n{\"title\": \"Pyle Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels Adjustable UHF Wireless Microphone Metal She...\", \"asin\": \"B0CCQ5LQGK\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphone System, 4 Channels 4x50 Adjustable UHF Handheld Wireless Microp...\", \"asin\": \"B0CHJK2LDL\", \"price\": \"$359.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Stereo Wireless in Ear Monitor System, Wireless IEM, 900MHz Band Selectable Frequency, Rack Mountable, 160 ft. Operation, Suitable for Stage, Studio, Exhibit, Lecture, Speech (PTM-10)\", \"asin\": \"B07JN62MZQ\", \"price\": \"$228.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"price\": \"$185.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Professional Wireless Microphone System Auto Scan, UHF 2X100 Channel Metal Wireless Mics Set for Singing, Dj, Church, Karaoke, Dual Handheld Vocal Dynamic Cordless Microphones Long Range 300Ft\", \"asin\": \"B0D9J1HBGY\", \"price\": \"$110.99\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\"},\n{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\", \"price\": \"$126.64\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:31:22.820Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"B0168K963W\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)\", \"asin\": \"B09VCM5H6C\", \"price\": \"$48.58\", \"quantity\": \"\"},\n{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"B0B9Q1MXKW\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.51\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:32:51.398Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:32:51.398Z
|
input
|
wireless mic
|
rule
|
train
| 1,229 |
2025-04-12T22:32:51.398Z
|
input
|
wireless mic
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:23.468Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:39.061Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:46.074Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:47.958Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:30:11.822Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:31:22.820Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.", "asin": "B0168K963W", "price": "$98.88", "quantity": ""},
{"title": "Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307", "asin": "B0CVYRT4GW", "price": "$109.00", "quantity": ""},
{"title": "EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System", "asin": "B07TWB3RH5", "price": "$219.00", "quantity": ""},
{"title": "Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)", "asin": "B09VCM5H6C", "price": "$48.58", "quantity": ""},
{"title": "Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)", "asin": "B0BXQRXCZH", "price": "$61.15", "quantity": ""},
{"title": "Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.", "asin": "B0B9Q1MXKW", "price": "$38.96", "quantity": ""},
{"title": "EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers", "asin": "B008JZOX60", "price": "$109.99", "quantity": ""},
{"title": "PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema", "asin": "B00KNNSKV0", "price": "$13.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet", "asin": "B09KX2SD5D", "price": "$12.49", "quantity": ""},
{"title": "VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack", "asin": "B01EJ5UV3C", "price": "$5.99", "quantity": ""},
{"title": "Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World", "asin": "1783785667", "price": "$12.19", "quantity": ""},
{"title": "Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect", "asin": "0593418573", "price": "$19.97", "quantity": ""},
{"title": "J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet", "asin": "B07G4Y4NYP", "price": "$11.95", "quantity": ""}],
"active_items": [{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "3.3 feet"}]},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "delivery": "Delivery Tomorrow, Apr 13", "selected": true, "options": []},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6 ft"}]},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6-input"}, {"Style": "Built-in Effects"}]},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "delivery": "FREE delivery Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "Risk Assessment and Decision Analysis with Bayesian Networks", "asin": "1138035114", "price": "$63.51", "options": []},
{"title": "Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\"x142\")", "asin": "B0BTDG6VYM", "options": []},
{"title": "Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More", "asin": "B000N8MUR0", "options": [{"Size": "8 Ounce Pouch"}]},
{"title": "Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels", "asin": "B004R61NCW", "options": [{"Size": "240 Count (Pack of 1)"}]},
{"asin": "B004R61NCW", "options": []},
{"title": "Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong", "asin": "B084P7XJR8", "options": []},
{"title": "Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games", "asin": "B07JZFN8WS", "options": []},
{"title": "AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler", "asin": "B08166SLDF", "price": "$149.00", "options": [{"Style": "Processor"}]},
{"title": "Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B", "asin": "B08GLX7TNT", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:32:51.398Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:32:51.398Z\",\"action\": \"input\",\"acion_argument\": \"wireless mic\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:32:51.398Z\",\"action\": \"input\",\"acion_argument\": \"wireless mic\",}</answer>",
"index": 1229,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"B0168K963W\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)\", \"asin\": \"B09VCM5H6C\", \"price\": \"$48.58\", \"quantity\": \"\"},\n{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"B0B9Q1MXKW\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.51\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:32:51.398Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:32:51.398Z\", \"action\": \"input\", \"action_argument\": \"wireless mic\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless mic\"}],\n\"promotion_items\": [{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"B0168K963W\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)\", \"asin\": \"B09VCM5H6C\", \"price\": \"$48.58\", \"quantity\": \"\"},\n{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"B0B9Q1MXKW\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.51\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:32:51.501Z\", // 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
|
2025-04-12T22:32:51.501Z
|
click
|
suggested_term
|
rule
|
train
| 1,230 |
2025-04-12T22:32:51.501Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:23.468Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:39.061Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:46.074Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:47.958Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:30:11.822Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:31:22.820Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:32:51.398Z", "action": "input", "action_argument": "wireless mic"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wireless mic"}],
"promotion_items": [{"title": "Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.", "asin": "B0168K963W", "price": "$98.88", "quantity": ""},
{"title": "Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307", "asin": "B0CVYRT4GW", "price": "$109.00", "quantity": ""},
{"title": "EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System", "asin": "B07TWB3RH5", "price": "$219.00", "quantity": ""},
{"title": "Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)", "asin": "B09VCM5H6C", "price": "$48.58", "quantity": ""},
{"title": "Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)", "asin": "B0BXQRXCZH", "price": "$61.15", "quantity": ""},
{"title": "Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.", "asin": "B0B9Q1MXKW", "price": "$38.96", "quantity": ""},
{"title": "EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers", "asin": "B008JZOX60", "price": "$109.99", "quantity": ""},
{"title": "PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema", "asin": "B00KNNSKV0", "price": "$13.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet", "asin": "B09KX2SD5D", "price": "$12.49", "quantity": ""},
{"title": "VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack", "asin": "B01EJ5UV3C", "price": "$5.99", "quantity": ""},
{"title": "Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World", "asin": "1783785667", "price": "$12.19", "quantity": ""},
{"title": "Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect", "asin": "0593418573", "price": "$19.97", "quantity": ""},
{"title": "J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet", "asin": "B07G4Y4NYP", "price": "$11.95", "quantity": ""}],
"active_items": [{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "3.3 feet"}]},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "delivery": "Delivery Tomorrow, Apr 13", "selected": true, "options": []},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6 ft"}]},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6-input"}, {"Style": "Built-in Effects"}]},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "delivery": "FREE delivery Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "Risk Assessment and Decision Analysis with Bayesian Networks", "asin": "1138035114", "price": "$63.51", "options": []},
{"title": "Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\"x142\")", "asin": "B0BTDG6VYM", "options": []},
{"title": "Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More", "asin": "B000N8MUR0", "options": [{"Size": "8 Ounce Pouch"}]},
{"title": "Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels", "asin": "B004R61NCW", "options": [{"Size": "240 Count (Pack of 1)"}]},
{"asin": "B004R61NCW", "options": []},
{"title": "Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong", "asin": "B084P7XJR8", "options": []},
{"title": "Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games", "asin": "B07JZFN8WS", "options": []},
{"title": "AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler", "asin": "B08166SLDF", "price": "$149.00", "options": [{"Style": "Processor"}]},
{"title": "Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B", "asin": "B08GLX7TNT", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:32:51.501Z", // 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\": \"2025-04-12T22:32:51.501Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:32:51.501Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 1230,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:32:51.398Z\", \"action\": \"input\", \"action_argument\": \"wireless mic\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wireless mic\"}],\n\"promotion_items\": [{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"B0168K963W\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts GrubEx1 Season Long Grub Killer Protects Lawns Up to 4 Months, 5,000 sq. ft., 14.35 lbs. (2-Pack)\", \"asin\": \"B09VCM5H6C\", \"price\": \"$48.58\", \"quantity\": \"\"},\n{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"B0B9Q1MXKW\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.51\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:32:51.501Z\", // 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\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:32:51.398Z\", \"action\": \"input\", \"action_argument\": \"wireless mic\"}\n{\"timestamp\": \"2025-04-12T22:32:51.501Z\", \"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\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro\\nWireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro\\nWireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\\nUHF, 6.35 mm Jack, XLR\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR\\nWireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\\nXLR,6.35 mm Jack\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro\\nWireless Microphone System, 8-Channel Wireless Mic, w/ 8 Handheld Dynamic Microphones, Auto Scan,8x40 UHF Frequencies, 328ft Range, Mics for Singing,Church, Karaoke(PTU-6000-8H)\\nUHF\", \"asin\": \"B08W523221\", \"price\": \"$539.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro\\nWireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro\\nTrue Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\"},\n{\"title\": \"innopow 4-Channel Wireless Microphone System, Quad UHF Metal Cordless Mic, 4 Handheld Mics, Long Distance150-200Ft, Fixed Frequency, 16 Hours Use for Karaoke Singing, Church\", \"asin\": \"B07W5PKR5F\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)\", \"asin\": \"B07F58YP2Z\"}],\n\"search_results\": [{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PartyBox Wireless Mic - 2X Digital Wireless Microphones, Rechargeable Battery (20hrs - 700mAh), Clear Voice, Crisp Sound, Stable 2.4GHz Connection, Compatible with All PartyBox Speakers (Black)\", \"asin\": \"B0CTDJ45M4\", \"price\": \"$99.95\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Two Microphone System with Dual-Channel Receiver, Black\", \"asin\": \"B08WHHWRST\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church\", \"asin\": \"B0DJR6XHYV\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR\", \"asin\": \"B0CMJTSVRW\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones, UHF Metal Rechargeable Cordless Dynamic Mic System with Auto-Connect Receiver, 160ft Range Professional Wireless Microphone for Karaoke, Party and PA System\", \"asin\": \"B0D72S7QBY\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 8-Channel Wireless Mic, w/ 8 Handheld Dynamic Microphones, Auto Scan,8x40 UHF Frequencies, 328ft Range, Mics for Singing,Church, Karaoke(PTU-6000-8H)\", \"asin\": \"B08W523221\", \"price\": \"$539.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)\", \"asin\": \"B0BPM9GSJL\", \"price\": \"$243.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone,Rechargeable Wireless Dual UHF Microphone,Dual Handheld Dynamic Wireless Mic for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use,PA System,200ft,Gray\", \"asin\": \"B0CNVVTF3P\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Mic 2 (2 TX + 1 RX + Charging Case), Wireless Lavalier Microphone, Intelligent Noise Cancelling, 32-bit Float Internal Recording, 820 ft.(250m) Range, Microphone for iPhone, Android, Camera\", \"asin\": \"B0CFZX734J\", \"price\": \"$349.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Portable Wireless Microphone (Black) - Premium Unidirectional UHF Wireless Mic for Singing, Speeches & Events - Cordless Mic Compatible with Karaoke Machines, PA Systems & More\", \"asin\": \"B000VXF2I6\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)\", \"asin\": \"B08HS3NPNV\", \"price\": \"$369.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"4-Channel Wireless Microphone System, UHF Auto Scan Cordless Mic Set, 4 Bodypacks w/Headsets/Lapel Mics, 4x40 Frequencies, 328ft Coverage, Mic for Church, DJ, Meeting (PTU-7000-4B)\", \"asin\": \"B0DHZGKPF2\", \"price\": \"$309.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube\", \"asin\": \"B09P3T1X8Q\", \"price\": \"$14.34\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"3 in 1 Microphone for iPhone/Android/Camera, Wireless Lavalier Microphone, 328ft Transmission, 18H Battery Life, Mini Microphone for Record Interview, Vlogs, YouTube, Tiktok\", \"asin\": \"B0CY7P3WVK\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"3-in-1 Mini Microphone for iPhone: Wireless Lavalier Microphones for iOS/Android Devices/Camera - Noise Reduction Lapel Mic - Clip on Mic for Video Recording Vlog/YouTube/Interview\", \"asin\": \"B0DNWD66PX\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Dual Handheld Dynamic Microphone with Rechargeable Receiver, 200ft Range, Plug and Play, Karaoke Mic for Singing, Karaoke, Meeting, Church, Wedding, Conference\", \"asin\": \"B0DSZYWY7H\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker\", \"asin\": \"B0CLTW266V\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android, Lapel Mics with USB-C Plug-Play, Mini Mic with 2.4GHz Noise Cancellation, Charging Case Included, 300ft Range for Stream, Vlog, TikTok and YouTube\", \"asin\": \"B0DNZJWXY9\", \"price\": \"$25.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, UHF Dual Cordless Metal Dynamic Mic System with Rechargeable Receiver, for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use, 200ft (TW630), Gray\", \"asin\": \"B0859S2NTJ\", \"price\": \"$45.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)\", \"asin\": \"B016APL8EA\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Mic Mini (2 TX + 1 RX + Charging Case), Wireless Microphone for iPhone/Camera/Android, Ultralight, Detail-Rich Audio, 48h Use, Noise Cancelling, Automatic Limiting, Vlog, Streaming\", \"asin\": \"B0DDL8WGH5\", \"price\": \"$169.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"2.4G Wireless Microphone,Dual Microphones for Karaoke, Wireless Dynamic Microphone with Rechargeable Receiver,Plug and Play,Suitable for Speech, Wedding, Church, PA System (W58-2.4g)\", \"asin\": \"B0DCNHGY83\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Bluetooth Karaoke Microphone,3-in-1 Portable Handheld Karaoke Mic Speaker Machine Home Party Birthday for All Smartphones PC(Q37 Rose Gold)\", \"asin\": \"B071SGMQ7V\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphones, Professional UHF Dual Microphones for Karaoke, Wireless Dynamic Microphone System Set with Rechargeable Receiver,Plug and Play.\", \"asin\": \"B0CF23Y8F5\", \"price\": \"$62.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok\", \"asin\": \"B0DDCHN5WW\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphone,Professional Dual Handheld Cordless Dynamic Mic System with Rechargeable Receiver(160 Ft),Karaoke Microphone Set for Singing,Karaoke,Wedding,DJ,Party,Speech,Church,K60-2\", \"asin\": \"B0CZ3YPYFM\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft\", \"asin\": \"B0DT8KVZYT\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | J11 Band (BLX288/PG58-J11)\", \"asin\": \"B085WFZMDG\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless PRO Compact Wireless Microphone System with Timecode, 32-bit Float On-board Recording, 2 Lavalier Microphones and Smart Charge Case for Filmmaking and Content Creation\", \"asin\": \"B0CB2HGR9Q\", \"price\": \"$334.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System for Karaoke Singing - Dual Wireless Mics, Handheld Dynamic Microphones, Adjustable UHF Channels, Auto Scan, 275ft Range, Microphone for Karaoke, Wedding, Church, Speech\", \"asin\": \"B0D6YZ7THH\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Professional Wireless Lavalier Microphone for iPhone and Android, Plug-and-Play Noise-Reducing Mini Microphone for Video Recording, Vlog, Tiktok, YouTube and Podcasting\", \"asin\": \"B0DLVW1NBS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MX66 6-Channel UHF Wireless Microphone System with 6 Hand-held Microphones Karaoke Machine for Party/Wedding/Church/Conference/Speech\", \"asin\": \"B075MBJF8B\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"2 Pcs Wireless Lavalier Microphone for iPhone iPad Android with Charging Case 7H Clip on Lapel Microphone Wireless for Video Recording Vlogging, YouTube, Interview, 3 Mode Denoise, 70ft\", \"asin\": \"B0B752BSD3\", \"price\": \"$33.98\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"CM28 Wireless Lavalier Microphone System with Charging Case Noise Canceling 4GB Storage 9Hrs Recording 48KHz 16 Bit Uncompressed Audio Lapel Mic Compatible with iPhone iPad Android PC Camera\", \"asin\": \"B0CF2CPLQQ\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker\", \"asin\": \"B0CLTW266V\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"R\\u00d8DE Wireless ME Ultra-compact Wireless Microphone System with Built-in Microphones, GainAssist Technology and 100m Range for Filmmaking, Interviews and Content Creation, Wireless ME\", \"asin\": \"B0BQLB596V\", \"price\": \"$134.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hollyland Lark M1 Wireless Lavalier Microphone with Noise Cancellation, 656ft Transmission,8H Battery Life, Compact Wireless Lapel Microphone System for DSLR Cameras/iPhone/Android/Live Streaming\", \"asin\": \"B0B3MG9WLL\", \"price\": \"$59.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone Systems, Dual 2x15 adjustbale UHF Channels Micro Kit, Metal Handheld Dynamic Singing Mic 200ft with Receiver for Karaoke, DJ Party, Church, Wedding, Speech, PA TW450 Grey&Red\", \"asin\": \"B0CC8SMFCL\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)\", \"asin\": \"B08HS3NPNV\", \"price\": \"$369.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone Headset, UHF Wireless Headset Mic System, 160ft Range,1/8'' and 1/4'' Plug, for Speakers, Voice Amplifier, PA System(Not Supported AUX/iOS)\", \"asin\": \"B07PPDR5NT\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"XSW 1-835 Dual Channel Wireless Microphone System,Black\", \"asin\": \"B07DX4GSNK\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone Rechargeable MIicrophone Dual Handheld Microphone System Dynamic MIC with Receiver Wireless Microphones for Singing, Speech, Wedding, Church,Speaker, PA System(K380S)\", \"asin\": \"B082W6RQ6W\", \"price\": \"$61.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"UHF Wireless Microphone System, Quad-Channel Wireless Mic Set w/ 4 Handheld Mics, 260 ft, 4X 25 Frequencies, Dynamic Microphones for Singing, Home Karaoke, DJ, Church, Wedding (MWM-40F)\", \"asin\": \"B0CNBL41HF\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Mini Microphone, 3 in 1 Wireless Lavalier Microphones for iPhone, iPad, Camera and Android Devices, Noise Reduction Lapel Mic, Clip on Mic for Video Recording Vlog, YouTube, Interview\", \"asin\": \"B0DMKBPC5M\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:32:56.826Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:32:56.826Z
|
click_product
|
B07JNDVS6H
|
rule
|
train
| 1,231 |
2025-04-12T22:32:56.826Z
|
click_product
|
B07JNDVS6H
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
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{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
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{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
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{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
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{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
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{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
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{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
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{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
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{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
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{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
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{"timestamp": "2025-04-12T22:32:51.501Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wireless microphones"}],
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{"title": "Phenyx Pro\nWireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\nUHF, 6.35 mm Jack, XLR", "asin": "B07GR69D9L", "price": "$199.99", "quantity": ""},
{"title": "TONOR\nWireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\nXLR,6.35 mm Jack", "asin": "B07RJLKBRD", "price": "$93.49", "quantity": ""},
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{"title": "Phenyx Pro\nWireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "Phenyx Pro\nTrue Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99", "quantity": ""}],
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{"title": "innopow 4-Channel Wireless Microphone System, Quad UHF Metal Cordless Mic, 4 Handheld Mics, Long Distance150-200Ft, Fixed Frequency, 16 Hours Use for Karaoke Singing, Church", "asin": "B07W5PKR5F"},
{"title": "innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)", "asin": "B07F58YP2Z"}],
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{"title": "Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)", "asin": "B091TKMPRH", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "PartyBox Wireless Mic - 2X Digital Wireless Microphones, Rechargeable Battery (20hrs - 700mAh), Clear Voice, Crisp Sound, Stable 2.4GHz Connection, Compatible with All PartyBox Speakers (Black)", "asin": "B0CTDJ45M4", "price": "$99.95", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Wireless Two Microphone System with Dual-Channel Receiver, Black", "asin": "B08WHHWRST", "price": "$89.95", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church", "asin": "B0DJR6XHYV", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR", "asin": "B0CMJTSVRW", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphones, UHF Metal Rechargeable Cordless Dynamic Mic System with Auto-Connect Receiver, 160ft Range Professional Wireless Microphone for Karaoke, Party and PA System", "asin": "B0D72S7QBY", "price": "$47.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, 8-Channel Wireless Mic, w/ 8 Handheld Dynamic Microphones, Auto Scan,8x40 UHF Frequencies, 328ft Range, Mics for Singing,Church, Karaoke(PTU-6000-8H)", "asin": "B08W523221", "price": "$539.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)", "asin": "B09MD5Y4L8", "price": "$179.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)", "asin": "B0BPM9GSJL", "price": "$243.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)", "asin": "B0CRVH644C", "price": "$329.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone,Rechargeable Wireless Dual UHF Microphone,Dual Handheld Dynamic Wireless Mic for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use,PA System,200ft,Gray", "asin": "B0CNVVTF3P", "price": "$21.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Mic 2 (2 TX + 1 RX + Charging Case), Wireless Lavalier Microphone, Intelligent Noise Cancelling, 32-bit Float Internal Recording, 820 ft.(250m) Range, Microphone for iPhone, Android, Camera", "asin": "B0CFZX734J", "price": "$349.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)", "asin": "B08N112VY2", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Portable Wireless Microphone (Black) - Premium Unidirectional UHF Wireless Mic for Singing, Speeches & Events - Cordless Mic Compatible with Karaoke Machines, PA Systems & More", "asin": "B000VXF2I6", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)", "asin": "B09SHSF5QZ", "price": "$208.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events", "asin": "B0DFXTB9RR", "price": "$169.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)", "asin": "B08HS3NPNV", "price": "$369.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)", "asin": "B07JY5NVFT", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "4-Channel Wireless Microphone System, UHF Auto Scan Cordless Mic Set, 4 Bodypacks w/Headsets/Lapel Mics, 4x40 Frequencies, 328ft Coverage, Mic for Church, DJ, Meeting (PTU-7000-4B)", "asin": "B0DHZGKPF2", "price": "$309.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)", "asin": "B07GR69D9L", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube", "asin": "B09P3T1X8Q", "price": "$14.34", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "3 in 1 Microphone for iPhone/Android/Camera, Wireless Lavalier Microphone, 328ft Transmission, 18H Battery Life, Mini Microphone for Record Interview, Vlogs, YouTube, Tiktok", "asin": "B0CY7P3WVK", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "3-in-1 Mini Microphone for iPhone: Wireless Lavalier Microphones for iOS/Android Devices/Camera - Noise Reduction Lapel Mic - Clip on Mic for Video Recording Vlog/YouTube/Interview", "asin": "B0DNWD66PX", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone, Dual Handheld Dynamic Microphone with Rechargeable Receiver, 200ft Range, Plug and Play, Karaoke Mic for Singing, Karaoke, Meeting, Church, Wedding, Conference", "asin": "B0DSZYWY7H", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker", "asin": "B0CLTW266V", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Lavalier Microphone for iPhone/Android, Lapel Mics with USB-C Plug-Play, Mini Mic with 2.4GHz Noise Cancellation, Charging Case Included, 300ft Range for Stream, Vlog, TikTok and YouTube", "asin": "B0DNZJWXY9", "price": "$25.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone, UHF Dual Cordless Metal Dynamic Mic System with Rechargeable Receiver, for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use, 200ft (TW630), Gray", "asin": "B0859S2NTJ", "price": "$45.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)", "asin": "B016APL8EA", "price": "$299.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Mic Mini (2 TX + 1 RX + Charging Case), Wireless Microphone for iPhone/Camera/Android, Ultralight, Detail-Rich Audio, 48h Use, Noise Cancelling, Automatic Limiting, Vlog, Streaming", "asin": "B0DDL8WGH5", "price": "$169.00", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "2.4G Wireless Microphone,Dual Microphones for Karaoke, Wireless Dynamic Microphone with Rechargeable Receiver,Plug and Play,Suitable for Speech, Wedding, Church, PA System (W58-2.4g)", "asin": "B0DCNHGY83", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black", "asin": "B00TOKTBL6", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Bluetooth Karaoke Microphone,3-in-1 Portable Handheld Karaoke Mic Speaker Machine Home Party Birthday for All Smartphones PC(Q37 Rose Gold)", "asin": "B071SGMQ7V", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Wireless Microphones, Professional UHF Dual Microphones for Karaoke, Wireless Dynamic Microphone System Set with Rechargeable Receiver,Plug and Play.", "asin": "B0CF23Y8F5", "price": "$62.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok", "asin": "B0DDCHN5WW", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Wireless Microphone,Professional Dual Handheld Cordless Dynamic Mic System with Rechargeable Receiver(160 Ft),Karaoke Microphone Set for Singing,Karaoke,Wedding,DJ,Party,Speech,Church,K60-2", "asin": "B0CZ3YPYFM", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)", "asin": "B07MPTBG49", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft", "asin": "B0DT8KVZYT", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | J11 Band (BLX288/PG58-J11)", "asin": "B085WFZMDG", "price": "$599.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey", "asin": "B07RJLKBRD", "price": "$93.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)", "asin": "B091TKMPRH", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless PRO Compact Wireless Microphone System with Timecode, 32-bit Float On-board Recording, 2 Lavalier Microphones and Smart Charge Case for Filmmaking and Content Creation", "asin": "B0CB2HGR9Q", "price": "$334.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System for Karaoke Singing - Dual Wireless Mics, Handheld Dynamic Microphones, Adjustable UHF Channels, Auto Scan, 275ft Range, Microphone for Karaoke, Wedding, Church, Speech", "asin": "B0D6YZ7THH", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Professional Wireless Lavalier Microphone for iPhone and Android, Plug-and-Play Noise-Reducing Mini Microphone for Video Recording, Vlog, Tiktok, YouTube and Podcasting", "asin": "B0DLVW1NBS", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "MX66 6-Channel UHF Wireless Microphone System with 6 Hand-held Microphones Karaoke Machine for Party/Wedding/Church/Conference/Speech", "asin": "B075MBJF8B", "price": "$199.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "2 Pcs Wireless Lavalier Microphone for iPhone iPad Android with Charging Case 7H Clip on Lapel Microphone Wireless for Video Recording Vlogging, YouTube, Interview, 3 Mode Denoise, 70ft", "asin": "B0B752BSD3", "price": "$33.98", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "CM28 Wireless Lavalier Microphone System with Charging Case Noise Canceling 4GB Storage 9Hrs Recording 48KHz 16 Bit Uncompressed Audio Lapel Mic Compatible with iPhone iPad Android PC Camera", "asin": "B0CF2CPLQQ", "price": "$89.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker", "asin": "B0CLTW266V", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "R\u00d8DE Wireless ME Ultra-compact Wireless Microphone System with Built-in Microphones, GainAssist Technology and 100m Range for Filmmaking, Interviews and Content Creation, Wireless ME", "asin": "B0BQLB596V", "price": "$134.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Hollyland Lark M1 Wireless Lavalier Microphone with Noise Cancellation, 656ft Transmission,8H Battery Life, Compact Wireless Lapel Microphone System for DSLR Cameras/iPhone/Android/Live Streaming", "asin": "B0B3MG9WLL", "price": "$59.00", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Wireless Microphone Systems, Dual 2x15 adjustbale UHF Channels Micro Kit, Metal Handheld Dynamic Singing Mic 200ft with Receiver for Karaoke, DJ Party, Church, Wedding, Speech, PA TW450 Grey&Red", "asin": "B0CC8SMFCL", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)", "asin": "B08HS3NPNV", "price": "$369.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone Headset, UHF Wireless Headset Mic System, 160ft Range,1/8'' and 1/4'' Plug, for Speakers, Voice Amplifier, PA System(Not Supported AUX/iOS)", "asin": "B07PPDR5NT", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "XSW 1-835 Dual Channel Wireless Microphone System,Black", "asin": "B07DX4GSNK", "price": "$599.00", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone Rechargeable MIicrophone Dual Handheld Microphone System Dynamic MIC with Receiver Wireless Microphones for Singing, Speech, Wedding, Church,Speaker, PA System(K380S)", "asin": "B082W6RQ6W", "price": "$61.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "UHF Wireless Microphone System, Quad-Channel Wireless Mic Set w/ 4 Handheld Mics, 260 ft, 4X 25 Frequencies, Dynamic Microphones for Singing, Home Karaoke, DJ, Church, Wedding (MWM-40F)", "asin": "B0CNBL41HF", "price": "$99.99", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)", "asin": "B0B68RDPK8", "price": "$319.99", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Mini Microphone, 3 in 1 Wireless Lavalier Microphones for iPhone, iPad, Camera and Android Devices, Noise Reduction Lapel Mic, Clip on Mic for Video Recording Vlog, YouTube, Interview", "asin": "B0DMKBPC5M", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:32:56.826Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:32:56.826Z\",\"action\": \"click_product\",\"acion_argument\": \"B07JNDVS6H\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:32:56.826Z\",\"action\": \"click_product\",\"acion_argument\": \"B07JNDVS6H\",}</answer>",
"index": 1231,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:32:51.398Z\", \"action\": \"input\", \"action_argument\": \"wireless mic\"}\n{\"timestamp\": \"2025-04-12T22:32:51.501Z\", \"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\": \"wireless microphones\"}],\n\"cart_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro\\nWireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro\\nWireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\\nUHF, 6.35 mm Jack, XLR\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"TONOR\\nWireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\\nXLR,6.35 mm Jack\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro\\nWireless Microphone System, 8-Channel Wireless Mic, w/ 8 Handheld Dynamic Microphones, Auto Scan,8x40 UHF Frequencies, 328ft Range, Mics for Singing,Church, Karaoke(PTU-6000-8H)\\nUHF\", \"asin\": \"B08W523221\", \"price\": \"$539.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro\\nWireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro\\nTrue Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"innopow 200-Channel Wireless Microphones System, Dual UHF Metal Cordless Mic Set, Auto Scan, Long Range 200-240Ft,16 Hours Use for Karaoke Singing, Church, 2022 Version(WM333)\", \"asin\": \"B0749L15PF\"},\n{\"title\": \"innopow 4-Channel Wireless Microphone System, Quad UHF Metal Cordless Mic, 4 Handheld Mics, Long Distance150-200Ft, Fixed Frequency, 16 Hours Use for Karaoke Singing, Church\", \"asin\": \"B07W5PKR5F\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church (CH.01&02)\", \"asin\": \"B07F58YP2Z\"}],\n\"search_results\": [{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"PartyBox Wireless Mic - 2X Digital Wireless Microphones, Rechargeable Battery (20hrs - 700mAh), Clear Voice, Crisp Sound, Stable 2.4GHz Connection, Compatible with All PartyBox Speakers (Black)\", \"asin\": \"B0CTDJ45M4\", \"price\": \"$99.95\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Two Microphone System with Dual-Channel Receiver, Black\", \"asin\": \"B08WHHWRST\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone, Dual Digital Dynamic Microphone with Rechargeable Receiver, 200ft Range Stable Transmission, Plug and Play, Microphone for Singing, Karaoke, Home Party, Meeting, Church\", \"asin\": \"B0DJR6XHYV\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR\", \"asin\": \"B0CMJTSVRW\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones, UHF Metal Rechargeable Cordless Dynamic Mic System with Auto-Connect Receiver, 160ft Range Professional Wireless Microphone for Karaoke, Party and PA System\", \"asin\": \"B0D72S7QBY\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 8-Channel Wireless Mic, w/ 8 Handheld Dynamic Microphones, Auto Scan,8x40 UHF Frequencies, 328ft Range, Mics for Singing,Church, Karaoke(PTU-6000-8H)\", \"asin\": \"B08W523221\", \"price\": \"$539.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"True Diversity Wireless Microphone System w/ 1000 Tunable Channels, Single Cordless Mic Set w/Auto Scan, UHF Professional Dynamic Microphone for Singing, Stage & Studio (PTU-1U)\", \"asin\": \"B09MD5Y4L8\", \"price\": \"$179.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 4-Channel Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Cordless Microphone for Singing, Karaoke, Church (PTU-5200-2H2B)\", \"asin\": \"B0BPM9GSJL\", \"price\": \"$243.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone,Rechargeable Wireless Dual UHF Microphone,Dual Handheld Dynamic Wireless Mic for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use,PA System,200ft,Gray\", \"asin\": \"B0CNVVTF3P\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Mic 2 (2 TX + 1 RX + Charging Case), Wireless Lavalier Microphone, Intelligent Noise Cancelling, 32-bit Float Internal Recording, 820 ft.(250m) Range, Microphone for iPhone, Android, Camera\", \"asin\": \"B0CFZX734J\", \"price\": \"$349.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone System, Metal Wireless Mic Set with Case,Handheld Cordless Dynamic Microphones for Singing, Karaoke, Church, DJ, 2x30 UHF Adjustable Frequencies,200ft Range (PTU-52-2H)\", \"asin\": \"B08N112VY2\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Portable Wireless Microphone (Black) - Premium Unidirectional UHF Wireless Mic for Singing, Speeches & Events - Cordless Mic Compatible with Karaoke Machines, PA Systems & More\", \"asin\": \"B000VXF2I6\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Metal Wireless Mic Set with 4 Cordless Mics, 4x25 UHF Adjustable Frequencies, 200ft Range, Dynamic Microphones for Singing, Karaoke, Church, DJ (PTU-5200-4H)\", \"asin\": \"B09SHSF5QZ\", \"price\": \"$208.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Dual Wireless Microphone System - Metal Handheld Mics & Receiver, Adjustable UHF Channels 520-590 MHz Range, Antenna Diversity, Ideal for Professional Audio and Events\", \"asin\": \"B0DFXTB9RR\", \"price\": \"$169.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)\", \"asin\": \"B08HS3NPNV\", \"price\": \"$369.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, Dual Mic Set with Handheld/Bodypack/Lapel Mics,Auto Scan, 2x100 UHF Frequencies,328ft Range,Cordless Microphone for Singing, Karaoke, Church(PTU-71-1H1B)\", \"asin\": \"B07JY5NVFT\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"4-Channel Wireless Microphone System, UHF Auto Scan Cordless Mic Set, 4 Bodypacks w/Headsets/Lapel Mics, 4x40 Frequencies, 328ft Coverage, Mic for Church, DJ, Meeting (PTU-7000-4B)\", \"asin\": \"B0DHZGKPF2\", \"price\": \"$309.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic, Fixed Frequency Metal Cordless Mic with 4 Handheld Dynamic Microphones, 260ft Range, Mics for Singing, Church(PTU-5000-4H)\", \"asin\": \"B07GR69D9L\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube\", \"asin\": \"B09P3T1X8Q\", \"price\": \"$14.34\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"3 in 1 Microphone for iPhone/Android/Camera, Wireless Lavalier Microphone, 328ft Transmission, 18H Battery Life, Mini Microphone for Record Interview, Vlogs, YouTube, Tiktok\", \"asin\": \"B0CY7P3WVK\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"3-in-1 Mini Microphone for iPhone: Wireless Lavalier Microphones for iOS/Android Devices/Camera - Noise Reduction Lapel Mic - Clip on Mic for Video Recording Vlog/YouTube/Interview\", \"asin\": \"B0DNWD66PX\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, Dual Handheld Dynamic Microphone with Rechargeable Receiver, 200ft Range, Plug and Play, Karaoke Mic for Singing, Karaoke, Meeting, Church, Wedding, Conference\", \"asin\": \"B0DSZYWY7H\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker\", \"asin\": \"B0CLTW266V\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Lavalier Microphone for iPhone/Android, Lapel Mics with USB-C Plug-Play, Mini Mic with 2.4GHz Noise Cancellation, Charging Case Included, 300ft Range for Stream, Vlog, TikTok and YouTube\", \"asin\": \"B0DNZJWXY9\", \"price\": \"$25.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone, UHF Dual Cordless Metal Dynamic Mic System with Rechargeable Receiver, for Karaoke Singing, Wedding, DJ, Party, Speech, Church, Class Use, 200ft (TW630), Gray\", \"asin\": \"B0859S2NTJ\", \"price\": \"$45.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX24/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes PG58 Handheld Vocal Mic, Single Channel Receiver | H9 Band (BLX24/PG58-H9)\", \"asin\": \"B016APL8EA\", \"price\": \"$299.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Mic Mini (2 TX + 1 RX + Charging Case), Wireless Microphone for iPhone/Camera/Android, Ultralight, Detail-Rich Audio, 48h Use, Noise Cancelling, Automatic Limiting, Vlog, Streaming\", \"asin\": \"B0DDL8WGH5\", \"price\": \"$169.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"2.4G Wireless Microphone,Dual Microphones for Karaoke, Wireless Dynamic Microphone with Rechargeable Receiver,Plug and Play,Suitable for Speech, Wedding, Church, PA System (W58-2.4g)\", \"asin\": \"B0DCNHGY83\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Channel Microphone System-VHF Fixed Dual Frequency Wireless Set with 2 Handheld Dynamic Transmitter Mics, Receiver Base-for PA, Karaoke, Dj Party (PDWM2135) , Black\", \"asin\": \"B00TOKTBL6\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Bluetooth Karaoke Microphone,3-in-1 Portable Handheld Karaoke Mic Speaker Machine Home Party Birthday for All Smartphones PC(Q37 Rose Gold)\", \"asin\": \"B071SGMQ7V\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphones, Professional UHF Dual Microphones for Karaoke, Wireless Dynamic Microphone System Set with Rechargeable Receiver,Plug and Play.\", \"asin\": \"B0CF23Y8F5\", \"price\": \"$62.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok\", \"asin\": \"B0DDCHN5WW\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Microphone,Professional Dual Handheld Cordless Dynamic Mic System with Rechargeable Receiver(160 Ft),Karaoke Microphone Set for Singing,Karaoke,Wedding,DJ,Party,Speech,Church,K60-2\", \"asin\": \"B0CZ3YPYFM\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 4-Channel UHF Wireless Mic Set with Handheld/Bodypack/Headset/Lapel Mics, Fixed Frequency Metal Cordless Microphone for Church,Singing,DJ(PTU-5000-2H2B)\", \"asin\": \"B07MPTBG49\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphones,Metal Dual Professional UHF Cordless Dynamic Wireless Microphone System,Rechargeable Microphone Receiver for Karaoke Singing, Wedding, Party, DJ, Speech, Church, Class Use, 240ft\", \"asin\": \"B0DT8KVZYT\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"BLX288/PG58 Wireless Microphone System - 14-Hour Battery Life, 300 ft Range, UHF | Includes (2) PG58 Handheld Vocal Mics, Dual Channel Receiver | J11 Band (BLX288/PG58-J11)\", \"asin\": \"B085WFZMDG\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone, Metal Dual Professional UHF Cordless Dynamic Mic Handheld Microphone System for Home Karaoke, Meeting, Party, Church, DJ, Wedding, Home KTV Set, 200ft, TW-820 Grey\", \"asin\": \"B07RJLKBRD\", \"price\": \"$93.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System,Metal Wireless Mic Set w/Handheld/Bodypack/Headset/Lapel Mics,2 x 30 UHF Frequencies, 200 ft Range, Microphone for Singing, Karaoke, Church (PTU-52-1H1B)\", \"asin\": \"B091TKMPRH\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless PRO Compact Wireless Microphone System with Timecode, 32-bit Float On-board Recording, 2 Lavalier Microphones and Smart Charge Case for Filmmaking and Content Creation\", \"asin\": \"B0CB2HGR9Q\", \"price\": \"$334.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System for Karaoke Singing - Dual Wireless Mics, Handheld Dynamic Microphones, Adjustable UHF Channels, Auto Scan, 275ft Range, Microphone for Karaoke, Wedding, Church, Speech\", \"asin\": \"B0D6YZ7THH\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Professional Wireless Lavalier Microphone for iPhone and Android, Plug-and-Play Noise-Reducing Mini Microphone for Video Recording, Vlog, Tiktok, YouTube and Podcasting\", \"asin\": \"B0DLVW1NBS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"MX66 6-Channel UHF Wireless Microphone System with 6 Hand-held Microphones Karaoke Machine for Party/Wedding/Church/Conference/Speech\", \"asin\": \"B075MBJF8B\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"2 Pcs Wireless Lavalier Microphone for iPhone iPad Android with Charging Case 7H Clip on Lapel Microphone Wireless for Video Recording Vlogging, YouTube, Interview, 3 Mode Denoise, 70ft\", \"asin\": \"B0B752BSD3\", \"price\": \"$33.98\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"CM28 Wireless Lavalier Microphone System with Charging Case Noise Canceling 4GB Storage 9Hrs Recording 48KHz 16 Bit Uncompressed Audio Lapel Mic Compatible with iPhone iPad Android PC Camera\", \"asin\": \"B0CF2CPLQQ\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphones System with 4x10 Channels Cordless Handheld Microfono Inalambrico, 200FT UHF Range, Mics with Stable Signal Transmission for Karaoke Singing Party Church Wedding PA Speaker\", \"asin\": \"B0CLTW266V\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"R\\u00d8DE Wireless ME Ultra-compact Wireless Microphone System with Built-in Microphones, GainAssist Technology and 100m Range for Filmmaking, Interviews and Content Creation, Wireless ME\", \"asin\": \"B0BQLB596V\", \"price\": \"$134.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Hollyland Lark M1 Wireless Lavalier Microphone with Noise Cancellation, 656ft Transmission,8H Battery Life, Compact Wireless Lapel Microphone System for DSLR Cameras/iPhone/Android/Live Streaming\", \"asin\": \"B0B3MG9WLL\", \"price\": \"$59.00\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Wireless Microphone Systems, Dual 2x15 adjustbale UHF Channels Micro Kit, Metal Handheld Dynamic Singing Mic 200ft with Receiver for Karaoke, DJ Party, Church, Wedding, Speech, PA TW450 Grey&Red\", \"asin\": \"B0CC8SMFCL\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)\", \"asin\": \"B08HS3NPNV\", \"price\": \"$369.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone Headset, UHF Wireless Headset Mic System, 160ft Range,1/8'' and 1/4'' Plug, for Speakers, Voice Amplifier, PA System(Not Supported AUX/iOS)\", \"asin\": \"B07PPDR5NT\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"XSW 1-835 Dual Channel Wireless Microphone System,Black\", \"asin\": \"B07DX4GSNK\", \"price\": \"$599.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone Rechargeable MIicrophone Dual Handheld Microphone System Dynamic MIC with Receiver Wireless Microphones for Singing, Speech, Wedding, Church,Speaker, PA System(K380S)\", \"asin\": \"B082W6RQ6W\", \"price\": \"$61.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"UHF Wireless Microphone System, Quad-Channel Wireless Mic Set w/ 4 Handheld Mics, 260 ft, 4X 25 Frequencies, Dynamic Microphones for Singing, Home Karaoke, DJ, Church, Wedding (MWM-40F)\", \"asin\": \"B0CNBL41HF\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"Wireless Microphone System, True Diversity Dual Cordless Mic Set, Professional UHF Handheld Wireless Microphones w/Auto Scan, 2x1000 Channels, 328ft for Stage & Studio (PTU-2U-2H)\", \"asin\": \"B0B68RDPK8\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Mini Microphone, 3 in 1 Wireless Lavalier Microphones for iPhone, iPad, Camera and Android Devices, Noise Reduction Lapel Mic, Clip on Mic for Video Recording Vlog, YouTube, Interview\", \"asin\": \"B0DMKBPC5M\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:32:56.826Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:32:51.398Z\", \"action\": \"input\", \"action_argument\": \"wireless mic\"}\n{\"timestamp\": \"2025-04-12T22:32:51.501Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T22:32:56.826Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B01JNLTTKS\"},\n{\"title\": \"Amazon Basics XLR Male to Female Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 6 Foot, Black\"},\n{\"price\": \"$12.34\"},\n{\"bullet_list\": \"IN THE BOX: 6-foot XLR male to female microphone cable for XLR-compatible PA systems, speakers, and other sound equipment CLEAR TRANSMISSION: All-copper conductors with inner copper spiral shielding to reduce noise interference DURABLE DESIGN: Zinc alloy 3-pin connectors with nickeling; protective metal housing and flexible 6.0mm PVC jacket USES: Designed for studio recording and live sound\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"6 Feet\"},\n{\"Style\": \"1-Pack\"}],\n\"promotion_items\": [{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"Premium XLR Microphone Cable - 6 Feet, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, Black\", \"asin\": \"B0CN4LQDLM\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"FIBBR XLR Cable 6ft/2M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More\", \"asin\": \"B09V7CFRQG\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Disino 1/4 Inch TRS to XLR Male Balanced Signal Interconnect Cable Quarter inch to XLR Patch Cable - 3.3 Feet\", \"asin\": \"B07J5R4873\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Kxable XLR to XLR Cable 6 Feet, Premium XLR Microphone Cable, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, White\", \"asin\": \"B0CN4LMXW8\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables 50 Feet 2 Packs - Premium Balanced Microphone Mic Cord 3 Pin XLR Male to...\", \"asin\": \"B09BBJ4FXV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables 10ft 2 Pack -Premium Gold Plated Rean Connector by Neutrik, Kevlar-Reinforced & Nylon Braided Male to Female Balanced Microphone Cable, All Length from 1.5ft to 300ft 100% Shielded Mic Cord\", \"asin\": \"B0D382TX8Q\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables, 6 Feet 2-Pack XLR Male to Female Microphone Cable, 3-Pin Balanced XLR Speaker Cable, Multi-Colored Mic Cord for Mic Mixer, Speaker Systems, Radio Station, Podcast\", \"asin\": \"B0DDC14X3Z\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"FIBBR XLR Cable 25ft/8M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More\", \"asin\": \"B09Q12347S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA 6ft XLR Male to Female Balanced Microphone Cable, 2 Packs, Gold Plated, Braided, for Mixer, Amplifiers, Record\", \"asin\": \"B0CY4WDVRL\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Anewbig 3ft XLR Microphone Cables 4 Pack, 3 Pin XLR Male to Female, 3 Ft, 4 Pack\", \"asin\": \"B09LD1QNY6\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"J&D 1/4\\\" Female to XLR Male Stereo Audio Cable, Balanced Quarter Inch TS/TRS to XLR 3 Pin Interconnect Cable, Nylon Braided, 1 ft, Red\", \"asin\": \"B0D7ZDQPB7\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables for Microphone 25ft 6 Packs - Braided Premium Balanced XLR Mic Cable 3-P...\", \"asin\": \"B096MYJ2Y8\", \"price\": \"$64.60\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable ...\", \"asin\": \"B0B28H9SNH\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cable, Microphone Cables 25ft 6 Pack, BEZOKABLE Braided XLR Male to Female 3 Pi...\", \"asin\": \"B0BB6XPNZ9\", \"price\": \"$66.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (20 Feet, 2-Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 20ft, 2 Pack\", \"asin\": \"B0855FHDKS\", \"price\": \"$28.98\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables 50 Feet 2 Packs - Premium Balanced Microphone Mic Cord 3 Pin XLR Male to...\", \"asin\": \"B09BBJ4FXV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Kxable XLR to XLR Cable 6 Feet, Premium XLR Microphone Cable, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, Orange\", \"asin\": \"B0CN4LVDVZ\", \"price\": \"$8.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Amazon Basics XLR Male to Female Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 6 Foot, Black\", \"asin\": \"B01JNLTTKS\", \"price\": \"$12.34\"},\n{\"title\": \"Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 25 Foot, Black\", \"asin\": \"B087KF9836\", \"price\": \"$24.38\"},\n{\"title\": \"XLR Microphone Cables, 2 Pack 6 Feet Oxygen-Free Copper 3-Pin Male to Female Microphone Cable for Speaker, PA System, Podcast Audio Mixer, Studio Monitors, Audio Recording and More\", \"asin\": \"B0D9LZ1Y31\", \"price\": \"$14.99\"},\n{\"title\": \"EBXYA XLR Cables 10ft 2 Packs - Premium Balanced Microphone Cable with 3-Pin XLR Male to Female Cable, Black\", \"asin\": \"B0BXRL2KXM\", \"price\": \"$15.99\"},\n{\"title\": \"CableCreation XLR Cable 6FT Microphone Cables XLR Male to Female Heavy Duty Balanced Nylon Braided XLR Microphone Cord Compatible with Speaker Systems, Radio Station and More\", \"asin\": \"B0C2YV4BY8\", \"price\": \"$4.99\"},\n{\"title\": \"FIFINE XLR Microphone Cable 10ft, XLR Male to Female Mic Audio Cord with Balanced 3 PIN, Speaker Cable, Mic Wire, for Recording Podcast Streaming, Black-L9\", \"asin\": \"B0C6MP6KD8\", \"price\": \"$23.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:35:08.868Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:35:08.868Z
|
click
|
search
|
rule
|
train
| 1,232 |
2025-04-12T22:35:08.868Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:23.468Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:39.061Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:46.074Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:47.958Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:30:11.822Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:31:22.820Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:32:51.398Z", "action": "input", "action_argument": "wireless mic"}
{"timestamp": "2025-04-12T22:32:51.501Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T22:32:56.826Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B01JNLTTKS"},
{"title": "Amazon Basics XLR Male to Female Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 6 Foot, Black"},
{"price": "$12.34"},
{"bullet_list": "IN THE BOX: 6-foot XLR male to female microphone cable for XLR-compatible PA systems, speakers, and other sound equipment CLEAR TRANSMISSION: All-copper conductors with inner copper spiral shielding to reduce noise interference DURABLE DESIGN: Zinc alloy 3-pin connectors with nickeling; protective metal housing and flexible 6.0mm PVC jacket USES: Designed for studio recording and live sound"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "6 Feet"},
{"Style": "1-Pack"}],
"promotion_items": [{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black", "asin": "B01JY29Z5A", "price": "$11.69", "quantity": ""},
{"title": "Premium XLR Microphone Cable - 6 Feet, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, Black", "asin": "B0CN4LQDLM", "price": "$7.99", "quantity": ""},
{"title": "FIBBR XLR Cable 6ft/2M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More", "asin": "B09V7CFRQG", "price": "$8.99", "quantity": ""},
{"title": "Disino 1/4 Inch TRS to XLR Male Balanced Signal Interconnect Cable Quarter inch to XLR Patch Cable - 3.3 Feet", "asin": "B07J5R4873", "price": "$11.99", "quantity": ""},
{"title": "Kxable XLR to XLR Cable 6 Feet, Premium XLR Microphone Cable, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, White", "asin": "B0CN4LMXW8", "price": "$8.99", "quantity": ""},
{"title": "XLR Cables 50 Feet 2 Packs - Premium Balanced Microphone Mic Cord 3 Pin XLR Male to...", "asin": "B09BBJ4FXV", "price": "$37.99", "quantity": ""},
{"title": "CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black", "asin": "B01JY29Z5A", "price": "$11.69", "quantity": ""},
{"title": "XLR Cables 10ft 2 Pack -Premium Gold Plated Rean Connector by Neutrik, Kevlar-Reinforced & Nylon Braided Male to Female Balanced Microphone Cable, All Length from 1.5ft to 300ft 100% Shielded Mic Cord", "asin": "B0D382TX8Q", "price": "$17.99", "quantity": ""},
{"title": "EBXYA XLR Cables, 6 Feet 2-Pack XLR Male to Female Microphone Cable, 3-Pin Balanced XLR Speaker Cable, Multi-Colored Mic Cord for Mic Mixer, Speaker Systems, Radio Station, Podcast", "asin": "B0DDC14X3Z", "price": "$8.99", "quantity": ""},
{"title": "FIBBR XLR Cable 25ft/8M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More", "asin": "B09Q12347S", "price": "$8.99", "quantity": ""},
{"title": "EBXYA 6ft XLR Male to Female Balanced Microphone Cable, 2 Packs, Gold Plated, Braided, for Mixer, Amplifiers, Record", "asin": "B0CY4WDVRL", "price": "$7.99", "quantity": ""},
{"title": "Anewbig 3ft XLR Microphone Cables 4 Pack, 3 Pin XLR Male to Female, 3 Ft, 4 Pack", "asin": "B09LD1QNY6", "price": "$9.49", "quantity": ""},
{"title": "J&D 1/4\" Female to XLR Male Stereo Audio Cable, Balanced Quarter Inch TS/TRS to XLR 3 Pin Interconnect Cable, Nylon Braided, 1 ft, Red", "asin": "B0D7ZDQPB7", "price": "$6.99", "quantity": ""},
{"title": "XLR Cables for Microphone 25ft 6 Packs - Braided Premium Balanced XLR Mic Cable 3-P...", "asin": "B096MYJ2Y8", "price": "$64.60", "quantity": ""},
{"title": "XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable ...", "asin": "B0B28H9SNH", "price": "$69.99", "quantity": ""},
{"title": "XLR Cable, Microphone Cables 25ft 6 Pack, BEZOKABLE Braided XLR Male to Female 3 Pi...", "asin": "B0BB6XPNZ9", "price": "$66.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (20 Feet, 2-Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 20ft, 2 Pack", "asin": "B0855FHDKS", "price": "$28.98", "quantity": ""},
{"title": "XLR Cables 50 Feet 2 Packs - Premium Balanced Microphone Mic Cord 3 Pin XLR Male to...", "asin": "B09BBJ4FXV", "price": "$37.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "Kxable XLR to XLR Cable 6 Feet, Premium XLR Microphone Cable, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, Orange", "asin": "B0CN4LVDVZ", "price": "$8.99", "quantity": ""}],
"comparison_items": [{"title": "Amazon Basics XLR Male to Female Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 6 Foot, Black", "asin": "B01JNLTTKS", "price": "$12.34"},
{"title": "Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 25 Foot, Black", "asin": "B087KF9836", "price": "$24.38"},
{"title": "XLR Microphone Cables, 2 Pack 6 Feet Oxygen-Free Copper 3-Pin Male to Female Microphone Cable for Speaker, PA System, Podcast Audio Mixer, Studio Monitors, Audio Recording and More", "asin": "B0D9LZ1Y31", "price": "$14.99"},
{"title": "EBXYA XLR Cables 10ft 2 Packs - Premium Balanced Microphone Cable with 3-Pin XLR Male to Female Cable, Black", "asin": "B0BXRL2KXM", "price": "$15.99"},
{"title": "CableCreation XLR Cable 6FT Microphone Cables XLR Male to Female Heavy Duty Balanced Nylon Braided XLR Microphone Cord Compatible with Speaker Systems, Radio Station and More", "asin": "B0C2YV4BY8", "price": "$4.99"},
{"title": "FIFINE XLR Microphone Cable 10ft, XLR Male to Female Mic Audio Cord with Balanced 3 PIN, Speaker Cable, Mic Wire, for Recording Podcast Streaming, Black-L9", "asin": "B0C6MP6KD8", "price": "$23.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:35:08.868Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:35:08.868Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:35:08.868Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1232,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:32:51.398Z\", \"action\": \"input\", \"action_argument\": \"wireless mic\"}\n{\"timestamp\": \"2025-04-12T22:32:51.501Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T22:32:56.826Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B01JNLTTKS\"},\n{\"title\": \"Amazon Basics XLR Male to Female Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 6 Foot, Black\"},\n{\"price\": \"$12.34\"},\n{\"bullet_list\": \"IN THE BOX: 6-foot XLR male to female microphone cable for XLR-compatible PA systems, speakers, and other sound equipment CLEAR TRANSMISSION: All-copper conductors with inner copper spiral shielding to reduce noise interference DURABLE DESIGN: Zinc alloy 3-pin connectors with nickeling; protective metal housing and flexible 6.0mm PVC jacket USES: Designed for studio recording and live sound\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"6 Feet\"},\n{\"Style\": \"1-Pack\"}],\n\"promotion_items\": [{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"Premium XLR Microphone Cable - 6 Feet, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, Black\", \"asin\": \"B0CN4LQDLM\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"FIBBR XLR Cable 6ft/2M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More\", \"asin\": \"B09V7CFRQG\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Disino 1/4 Inch TRS to XLR Male Balanced Signal Interconnect Cable Quarter inch to XLR Patch Cable - 3.3 Feet\", \"asin\": \"B07J5R4873\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Kxable XLR to XLR Cable 6 Feet, Premium XLR Microphone Cable, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, White\", \"asin\": \"B0CN4LMXW8\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables 50 Feet 2 Packs - Premium Balanced Microphone Mic Cord 3 Pin XLR Male to...\", \"asin\": \"B09BBJ4FXV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables 10ft 2 Pack -Premium Gold Plated Rean Connector by Neutrik, Kevlar-Reinforced & Nylon Braided Male to Female Balanced Microphone Cable, All Length from 1.5ft to 300ft 100% Shielded Mic Cord\", \"asin\": \"B0D382TX8Q\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables, 6 Feet 2-Pack XLR Male to Female Microphone Cable, 3-Pin Balanced XLR Speaker Cable, Multi-Colored Mic Cord for Mic Mixer, Speaker Systems, Radio Station, Podcast\", \"asin\": \"B0DDC14X3Z\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"FIBBR XLR Cable 25ft/8M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More\", \"asin\": \"B09Q12347S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA 6ft XLR Male to Female Balanced Microphone Cable, 2 Packs, Gold Plated, Braided, for Mixer, Amplifiers, Record\", \"asin\": \"B0CY4WDVRL\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Anewbig 3ft XLR Microphone Cables 4 Pack, 3 Pin XLR Male to Female, 3 Ft, 4 Pack\", \"asin\": \"B09LD1QNY6\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"J&D 1/4\\\" Female to XLR Male Stereo Audio Cable, Balanced Quarter Inch TS/TRS to XLR 3 Pin Interconnect Cable, Nylon Braided, 1 ft, Red\", \"asin\": \"B0D7ZDQPB7\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables for Microphone 25ft 6 Packs - Braided Premium Balanced XLR Mic Cable 3-P...\", \"asin\": \"B096MYJ2Y8\", \"price\": \"$64.60\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable ...\", \"asin\": \"B0B28H9SNH\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cable, Microphone Cables 25ft 6 Pack, BEZOKABLE Braided XLR Male to Female 3 Pi...\", \"asin\": \"B0BB6XPNZ9\", \"price\": \"$66.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (20 Feet, 2-Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 20ft, 2 Pack\", \"asin\": \"B0855FHDKS\", \"price\": \"$28.98\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables 50 Feet 2 Packs - Premium Balanced Microphone Mic Cord 3 Pin XLR Male to...\", \"asin\": \"B09BBJ4FXV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Kxable XLR to XLR Cable 6 Feet, Premium XLR Microphone Cable, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, Orange\", \"asin\": \"B0CN4LVDVZ\", \"price\": \"$8.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Amazon Basics XLR Male to Female Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 6 Foot, Black\", \"asin\": \"B01JNLTTKS\", \"price\": \"$12.34\"},\n{\"title\": \"Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 25 Foot, Black\", \"asin\": \"B087KF9836\", \"price\": \"$24.38\"},\n{\"title\": \"XLR Microphone Cables, 2 Pack 6 Feet Oxygen-Free Copper 3-Pin Male to Female Microphone Cable for Speaker, PA System, Podcast Audio Mixer, Studio Monitors, Audio Recording and More\", \"asin\": \"B0D9LZ1Y31\", \"price\": \"$14.99\"},\n{\"title\": \"EBXYA XLR Cables 10ft 2 Packs - Premium Balanced Microphone Cable with 3-Pin XLR Male to Female Cable, Black\", \"asin\": \"B0BXRL2KXM\", \"price\": \"$15.99\"},\n{\"title\": \"CableCreation XLR Cable 6FT Microphone Cables XLR Male to Female Heavy Duty Balanced Nylon Braided XLR Microphone Cord Compatible with Speaker Systems, Radio Station and More\", \"asin\": \"B0C2YV4BY8\", \"price\": \"$4.99\"},\n{\"title\": \"FIFINE XLR Microphone Cable 10ft, XLR Male to Female Mic Audio Cord with Balanced 3 PIN, Speaker Cable, Mic Wire, for Recording Podcast Streaming, Black-L9\", \"asin\": \"B0C6MP6KD8\", \"price\": \"$23.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:35:08.868Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:32:51.398Z\", \"action\": \"input\", \"action_argument\": \"wireless mic\"}\n{\"timestamp\": \"2025-04-12T22:32:51.501Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T22:32:56.826Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T22:35:08.868Z\", \"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\": \"Amazon Basics XLR Male to Female Microphone Cable (6 Feet)\"}],\n\"cart_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B01JNLTTKS\"},\n{\"title\": \"Amazon Basics XLR Male to Female Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 6 Foot, Black\"},\n{\"price\": \"$12.34\"},\n{\"bullet_list\": \"IN THE BOX: 6-foot XLR male to female microphone cable for XLR-compatible PA systems, speakers, and other sound equipment CLEAR TRANSMISSION: All-copper conductors with inner copper spiral shielding to reduce noise interference DURABLE DESIGN: Zinc alloy 3-pin connectors with nickeling; protective metal housing and flexible 6.0mm PVC jacket USES: Designed for studio recording and live sound\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"6 Feet\"},\n{\"Style\": \"1-Pack\"}],\n\"promotion_items\": [{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"Premium XLR Microphone Cable - 6 Feet, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, Black\", \"asin\": \"B0CN4LQDLM\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"FIBBR XLR Cable 6ft/2M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More\", \"asin\": \"B09V7CFRQG\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Disino 1/4 Inch TRS to XLR Male Balanced Signal Interconnect Cable Quarter inch to XLR Patch Cable - 3.3 Feet\", \"asin\": \"B07J5R4873\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Kxable XLR to XLR Cable 6 Feet, Premium XLR Microphone Cable, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, White\", \"asin\": \"B0CN4LMXW8\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables 50 Feet 2 Packs - Premium Balanced Microphone Mic Cord 3 Pin XLR Male to...\", \"asin\": \"B09BBJ4FXV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables 10ft 2 Pack -Premium Gold Plated Rean Connector by Neutrik, Kevlar-Reinforced & Nylon Braided Male to Female Balanced Microphone Cable, All Length from 1.5ft to 300ft 100% Shielded Mic Cord\", \"asin\": \"B0D382TX8Q\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables, 6 Feet 2-Pack XLR Male to Female Microphone Cable, 3-Pin Balanced XLR Speaker Cable, Multi-Colored Mic Cord for Mic Mixer, Speaker Systems, Radio Station, Podcast\", \"asin\": \"B0DDC14X3Z\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"FIBBR XLR Cable 25ft/8M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More\", \"asin\": \"B09Q12347S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA 6ft XLR Male to Female Balanced Microphone Cable, 2 Packs, Gold Plated, Braided, for Mixer, Amplifiers, Record\", \"asin\": \"B0CY4WDVRL\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Anewbig 3ft XLR Microphone Cables 4 Pack, 3 Pin XLR Male to Female, 3 Ft, 4 Pack\", \"asin\": \"B09LD1QNY6\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"J&D 1/4\\\" Female to XLR Male Stereo Audio Cable, Balanced Quarter Inch TS/TRS to XLR 3 Pin Interconnect Cable, Nylon Braided, 1 ft, Red\", \"asin\": \"B0D7ZDQPB7\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables for Microphone 25ft 6 Packs - Braided Premium Balanced XLR Mic Cable 3-P...\", \"asin\": \"B096MYJ2Y8\", \"price\": \"$64.60\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable ...\", \"asin\": \"B0B28H9SNH\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cable, Microphone Cables 25ft 6 Pack, BEZOKABLE Braided XLR Male to Female 3 Pi...\", \"asin\": \"B0BB6XPNZ9\", \"price\": \"$66.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (20 Feet, 2-Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 20ft, 2 Pack\", \"asin\": \"B0855FHDKS\", \"price\": \"$28.98\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables 50 Feet 2 Packs - Premium Balanced Microphone Mic Cord 3 Pin XLR Male to...\", \"asin\": \"B09BBJ4FXV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Kxable XLR to XLR Cable 6 Feet, Premium XLR Microphone Cable, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, Orange\", \"asin\": \"B0CN4LVDVZ\", \"price\": \"$8.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Amazon Basics XLR Male to Female Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 6 Foot, Black\", \"asin\": \"B01JNLTTKS\", \"price\": \"$12.34\"},\n{\"title\": \"Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 25 Foot, Black\", \"asin\": \"B087KF9836\", \"price\": \"$24.38\"},\n{\"title\": \"XLR Microphone Cables, 2 Pack 6 Feet Oxygen-Free Copper 3-Pin Male to Female Microphone Cable for Speaker, PA System, Podcast Audio Mixer, Studio Monitors, Audio Recording and More\", \"asin\": \"B0D9LZ1Y31\", \"price\": \"$14.99\"},\n{\"title\": \"EBXYA XLR Cables 10ft 2 Packs - Premium Balanced Microphone Cable with 3-Pin XLR Male to Female Cable, Black\", \"asin\": \"B0BXRL2KXM\", \"price\": \"$15.99\"},\n{\"title\": \"CableCreation XLR Cable 6FT Microphone Cables XLR Male to Female Heavy Duty Balanced Nylon Braided XLR Microphone Cord Compatible with Speaker Systems, Radio Station and More\", \"asin\": \"B0C2YV4BY8\", \"price\": \"$4.99\"},\n{\"title\": \"FIFINE XLR Microphone Cable 10ft, XLR Male to Female Mic Audio Cord with Balanced 3 PIN, Speaker Cable, Mic Wire, for Recording Podcast Streaming, Black-L9\", \"asin\": \"B0C6MP6KD8\", \"price\": \"$23.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:35:11.123Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:35:11.123Z
|
click
|
search
|
rule
|
train
| 1,233 |
2025-04-12T22:35:11.123Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:23.468Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:39.061Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:46.074Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:47.958Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:30:11.822Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:31:22.820Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:32:51.398Z", "action": "input", "action_argument": "wireless mic"}
{"timestamp": "2025-04-12T22:32:51.501Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T22:32:56.826Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T22:35:08.868Z", "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": "Amazon Basics XLR Male to Female Microphone Cable (6 Feet)"}],
"cart_items": [{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"product_details": [{"asin": "B01JNLTTKS"},
{"title": "Amazon Basics XLR Male to Female Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 6 Foot, Black"},
{"price": "$12.34"},
{"bullet_list": "IN THE BOX: 6-foot XLR male to female microphone cable for XLR-compatible PA systems, speakers, and other sound equipment CLEAR TRANSMISSION: All-copper conductors with inner copper spiral shielding to reduce noise interference DURABLE DESIGN: Zinc alloy 3-pin connectors with nickeling; protective metal housing and flexible 6.0mm PVC jacket USES: Designed for studio recording and live sound"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "6 Feet"},
{"Style": "1-Pack"}],
"promotion_items": [{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black", "asin": "B01JY29Z5A", "price": "$11.69", "quantity": ""},
{"title": "Premium XLR Microphone Cable - 6 Feet, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, Black", "asin": "B0CN4LQDLM", "price": "$7.99", "quantity": ""},
{"title": "FIBBR XLR Cable 6ft/2M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More", "asin": "B09V7CFRQG", "price": "$8.99", "quantity": ""},
{"title": "Disino 1/4 Inch TRS to XLR Male Balanced Signal Interconnect Cable Quarter inch to XLR Patch Cable - 3.3 Feet", "asin": "B07J5R4873", "price": "$11.99", "quantity": ""},
{"title": "Kxable XLR to XLR Cable 6 Feet, Premium XLR Microphone Cable, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, White", "asin": "B0CN4LMXW8", "price": "$8.99", "quantity": ""},
{"title": "XLR Cables 50 Feet 2 Packs - Premium Balanced Microphone Mic Cord 3 Pin XLR Male to...", "asin": "B09BBJ4FXV", "price": "$37.99", "quantity": ""},
{"title": "CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black", "asin": "B01JY29Z5A", "price": "$11.69", "quantity": ""},
{"title": "XLR Cables 10ft 2 Pack -Premium Gold Plated Rean Connector by Neutrik, Kevlar-Reinforced & Nylon Braided Male to Female Balanced Microphone Cable, All Length from 1.5ft to 300ft 100% Shielded Mic Cord", "asin": "B0D382TX8Q", "price": "$17.99", "quantity": ""},
{"title": "EBXYA XLR Cables, 6 Feet 2-Pack XLR Male to Female Microphone Cable, 3-Pin Balanced XLR Speaker Cable, Multi-Colored Mic Cord for Mic Mixer, Speaker Systems, Radio Station, Podcast", "asin": "B0DDC14X3Z", "price": "$8.99", "quantity": ""},
{"title": "FIBBR XLR Cable 25ft/8M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More", "asin": "B09Q12347S", "price": "$8.99", "quantity": ""},
{"title": "EBXYA 6ft XLR Male to Female Balanced Microphone Cable, 2 Packs, Gold Plated, Braided, for Mixer, Amplifiers, Record", "asin": "B0CY4WDVRL", "price": "$7.99", "quantity": ""},
{"title": "Anewbig 3ft XLR Microphone Cables 4 Pack, 3 Pin XLR Male to Female, 3 Ft, 4 Pack", "asin": "B09LD1QNY6", "price": "$9.49", "quantity": ""},
{"title": "J&D 1/4\" Female to XLR Male Stereo Audio Cable, Balanced Quarter Inch TS/TRS to XLR 3 Pin Interconnect Cable, Nylon Braided, 1 ft, Red", "asin": "B0D7ZDQPB7", "price": "$6.99", "quantity": ""},
{"title": "XLR Cables for Microphone 25ft 6 Packs - Braided Premium Balanced XLR Mic Cable 3-P...", "asin": "B096MYJ2Y8", "price": "$64.60", "quantity": ""},
{"title": "XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable ...", "asin": "B0B28H9SNH", "price": "$69.99", "quantity": ""},
{"title": "XLR Cable, Microphone Cables 25ft 6 Pack, BEZOKABLE Braided XLR Male to Female 3 Pi...", "asin": "B0BB6XPNZ9", "price": "$66.99", "quantity": ""},
{"title": "GearIT XLR to XLR Microphone Cable (20 Feet, 2-Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 20ft, 2 Pack", "asin": "B0855FHDKS", "price": "$28.98", "quantity": ""},
{"title": "XLR Cables 50 Feet 2 Packs - Premium Balanced Microphone Mic Cord 3 Pin XLR Male to...", "asin": "B09BBJ4FXV", "price": "$37.99", "quantity": ""},
{"title": "Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "quantity": ""},
{"title": "Kxable XLR to XLR Cable 6 Feet, Premium XLR Microphone Cable, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, Orange", "asin": "B0CN4LVDVZ", "price": "$8.99", "quantity": ""}],
"comparison_items": [{"title": "Amazon Basics XLR Male to Female Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 6 Foot, Black", "asin": "B01JNLTTKS", "price": "$12.34"},
{"title": "Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 25 Foot, Black", "asin": "B087KF9836", "price": "$24.38"},
{"title": "XLR Microphone Cables, 2 Pack 6 Feet Oxygen-Free Copper 3-Pin Male to Female Microphone Cable for Speaker, PA System, Podcast Audio Mixer, Studio Monitors, Audio Recording and More", "asin": "B0D9LZ1Y31", "price": "$14.99"},
{"title": "EBXYA XLR Cables 10ft 2 Packs - Premium Balanced Microphone Cable with 3-Pin XLR Male to Female Cable, Black", "asin": "B0BXRL2KXM", "price": "$15.99"},
{"title": "CableCreation XLR Cable 6FT Microphone Cables XLR Male to Female Heavy Duty Balanced Nylon Braided XLR Microphone Cord Compatible with Speaker Systems, Radio Station and More", "asin": "B0C2YV4BY8", "price": "$4.99"},
{"title": "FIFINE XLR Microphone Cable 10ft, XLR Male to Female Mic Audio Cord with Balanced 3 PIN, Speaker Cable, Mic Wire, for Recording Podcast Streaming, Black-L9", "asin": "B0C6MP6KD8", "price": "$23.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:35:11.123Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:35:11.123Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:35:11.123Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1233,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:32:51.398Z\", \"action\": \"input\", \"action_argument\": \"wireless mic\"}\n{\"timestamp\": \"2025-04-12T22:32:51.501Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T22:32:56.826Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T22:35:08.868Z\", \"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\": \"Amazon Basics XLR Male to Female Microphone Cable (6 Feet)\"}],\n\"cart_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B01JNLTTKS\"},\n{\"title\": \"Amazon Basics XLR Male to Female Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 6 Foot, Black\"},\n{\"price\": \"$12.34\"},\n{\"bullet_list\": \"IN THE BOX: 6-foot XLR male to female microphone cable for XLR-compatible PA systems, speakers, and other sound equipment CLEAR TRANSMISSION: All-copper conductors with inner copper spiral shielding to reduce noise interference DURABLE DESIGN: Zinc alloy 3-pin connectors with nickeling; protective metal housing and flexible 6.0mm PVC jacket USES: Designed for studio recording and live sound\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"6 Feet\"},\n{\"Style\": \"1-Pack\"}],\n\"promotion_items\": [{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"Premium XLR Microphone Cable - 6 Feet, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, Black\", \"asin\": \"B0CN4LQDLM\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"FIBBR XLR Cable 6ft/2M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More\", \"asin\": \"B09V7CFRQG\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Disino 1/4 Inch TRS to XLR Male Balanced Signal Interconnect Cable Quarter inch to XLR Patch Cable - 3.3 Feet\", \"asin\": \"B07J5R4873\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Kxable XLR to XLR Cable 6 Feet, Premium XLR Microphone Cable, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, White\", \"asin\": \"B0CN4LMXW8\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables 50 Feet 2 Packs - Premium Balanced Microphone Mic Cord 3 Pin XLR Male to...\", \"asin\": \"B09BBJ4FXV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"CableCreation XLR Microphone Cable, 6 FT XLR Male to XLR Female Balanced 3 PIN Mic Cables, Black\", \"asin\": \"B01JY29Z5A\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables 10ft 2 Pack -Premium Gold Plated Rean Connector by Neutrik, Kevlar-Reinforced & Nylon Braided Male to Female Balanced Microphone Cable, All Length from 1.5ft to 300ft 100% Shielded Mic Cord\", \"asin\": \"B0D382TX8Q\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA XLR Cables, 6 Feet 2-Pack XLR Male to Female Microphone Cable, 3-Pin Balanced XLR Speaker Cable, Multi-Colored Mic Cord for Mic Mixer, Speaker Systems, Radio Station, Podcast\", \"asin\": \"B0DDC14X3Z\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"FIBBR XLR Cable 25ft/8M, Microphone Cable Nylon Braided XLR Male to Female Heavy Duty Balanced Microphone Cord Compatible with Preamps/Speaker Systems and More\", \"asin\": \"B09Q12347S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EBXYA 6ft XLR Male to Female Balanced Microphone Cable, 2 Packs, Gold Plated, Braided, for Mixer, Amplifiers, Record\", \"asin\": \"B0CY4WDVRL\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Anewbig 3ft XLR Microphone Cables 4 Pack, 3 Pin XLR Male to Female, 3 Ft, 4 Pack\", \"asin\": \"B09LD1QNY6\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"J&D 1/4\\\" Female to XLR Male Stereo Audio Cable, Balanced Quarter Inch TS/TRS to XLR 3 Pin Interconnect Cable, Nylon Braided, 1 ft, Red\", \"asin\": \"B0D7ZDQPB7\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables for Microphone 25ft 6 Packs - Braided Premium Balanced XLR Mic Cable 3-P...\", \"asin\": \"B096MYJ2Y8\", \"price\": \"$64.60\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable ...\", \"asin\": \"B0B28H9SNH\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"XLR Cable, Microphone Cables 25ft 6 Pack, BEZOKABLE Braided XLR Male to Female 3 Pi...\", \"asin\": \"B0BB6XPNZ9\", \"price\": \"$66.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT XLR to XLR Microphone Cable (20 Feet, 2-Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 20ft, 2 Pack\", \"asin\": \"B0855FHDKS\", \"price\": \"$28.98\", \"quantity\": \"\"},\n{\"title\": \"XLR Cables 50 Feet 2 Packs - Premium Balanced Microphone Mic Cord 3 Pin XLR Male to...\", \"asin\": \"B09BBJ4FXV\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters 2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Kxable XLR to XLR Cable 6 Feet, Premium XLR Microphone Cable, Heavy Duty 22AWG OFC XLR Male to Female Cord, 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Metal Spring SR, Orange\", \"asin\": \"B0CN4LVDVZ\", \"price\": \"$8.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Amazon Basics XLR Male to Female Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 6 Foot, Black\", \"asin\": \"B01JNLTTKS\", \"price\": \"$12.34\"},\n{\"title\": \"Amazon Basics 2-Pack XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 25 Foot, Black\", \"asin\": \"B087KF9836\", \"price\": \"$24.38\"},\n{\"title\": \"XLR Microphone Cables, 2 Pack 6 Feet Oxygen-Free Copper 3-Pin Male to Female Microphone Cable for Speaker, PA System, Podcast Audio Mixer, Studio Monitors, Audio Recording and More\", \"asin\": \"B0D9LZ1Y31\", \"price\": \"$14.99\"},\n{\"title\": \"EBXYA XLR Cables 10ft 2 Packs - Premium Balanced Microphone Cable with 3-Pin XLR Male to Female Cable, Black\", \"asin\": \"B0BXRL2KXM\", \"price\": \"$15.99\"},\n{\"title\": \"CableCreation XLR Cable 6FT Microphone Cables XLR Male to Female Heavy Duty Balanced Nylon Braided XLR Microphone Cord Compatible with Speaker Systems, Radio Station and More\", \"asin\": \"B0C2YV4BY8\", \"price\": \"$4.99\"},\n{\"title\": \"FIFINE XLR Microphone Cable 10ft, XLR Male to Female Mic Audio Cord with Balanced 3 PIN, Speaker Cable, Mic Wire, for Recording Podcast Streaming, Black-L9\", \"asin\": \"B0C6MP6KD8\", \"price\": \"$23.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:35:11.123Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:32:51.398Z\", \"action\": \"input\", \"action_argument\": \"wireless mic\"}\n{\"timestamp\": \"2025-04-12T22:32:51.501Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T22:32:56.826Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T22:35:08.868Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:35:11.123Z\", \"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\": \"Amazon Basics XLR Male to Female Microphone Cable (6 Feet)\"}],\n\"cart_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"AuxLink XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable Male to Female Balanced Mic Cable\", \"asin\": \"B0B28H9SNH\"},\n{\"title\": \"AuxLink XLR Cable, XLR Microphone Cable Male to Female 25ft 2 Pack, Balanced XLR Speaker Cable Suitable for Microphones, Preambles, Speaker Systems, Radio Station and More\", \"asin\": \"B09LCTHY8L\"},\n{\"title\": \"AuxLink 25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 Colors - Mixer, Recording Studio\", \"asin\": \"B0BDKJH3CL\"}],\n\"search_results\": [{\"title\": \"XLR Male to Female Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 6 Foot, Black\", \"asin\": \"B01JNLTTKS\", \"price\": \"$12.34\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"3.5mm to XLR Cable 6 ft, Male to Female 1/8 to XLR Cable, XLR to 3.5mm Cable for DSLR, DV Camcorder, Digital Voice recorder or More - 6 Feet\", \"asin\": \"B07N8JF4HG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"XLR Cable 6FT Microphone Cables XLR Male to Female Heavy Duty Balanced Nylon Braided XLR Microphone Cord Compatible with Speaker Systems, Radio Station and More\", \"asin\": \"B0C2YV4BY8\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR to XLR Cable 6FT, 2ps XLR Male to XLR Female Microphone Cable, Balanced 3 PIN XLR Compatible with Shure SM Microphone, Behringer, Speaker Systems, Radio Station and More, Black\", \"asin\": \"B07CLN155C\", \"price\": \"$16.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Male to XLR Female Cable - 6 Feet - Black, 16AWG, Gold Plated, Microphone & Interconnect - Stage Right Series\", \"asin\": \"B002PAOMSY\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Microphone Cable - XLR Male to Female Cable 6ft 4-Packs with 3-Pin Balanced XLR Cables for Mic Mixer, Recording Studio, Speaker\", \"asin\": \"B0BXSSYLB2\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Cables 6ft 2 Pack, XLR Microphone Mic Cable, Shielded Balanced 3-pin Male to Female, Oxygen-Free Copper (OFC) XLR Cable Speaker Cord with Gold-Plated Connectors Metal Spring Black\", \"asin\": \"B0D9M8QMN1\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"6ft XLR Male to Female Mic Cable (6 Pack) - 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored\", \"asin\": \"B0855BQB85\", \"price\": \"$38.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"6.35mm (1/4 Inch) TRS to XLR Cable - 6ft, Male to Female, XLR to 1/4 Cable\", \"asin\": \"B00KO8W3FI\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Cables 6ft 2Pack, Microphone Cable Mic Cord XLR Male to Female Adapter Microphone Cord 3-Pin Stage & Studio, Oxygen-Free Copper (OFC)\", \"asin\": \"B0DC58TXMT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2 Pack 5FT 5Pin XLR Male to Female DMX512 Cable,DMX-512 XLR 5 Pin Male to XLR 5 Pin Female DMX Lighting Cable\", \"asin\": \"B0DHZNKP4H\", \"price\": \"$19.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 20 left in stock - order soon.\"},\n{\"title\": \"3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Male to XLR Female Cable Professional Balanced Microphone Lead XLR Male to Female Cables, Extension Mic Cable Cord (Black 2 Pack, 10 FT)\", \"asin\": \"B0C5CVHYQF\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Microphone Cables, 6 Feet 2 Pack Oxygen-Free Copper Male to Female 3-Pin Balanced XLR Mic Cables Cord for Speaker Podcast Audio Mixer DMX Effector Amplifier Sound Card, Black\", \"asin\": \"B0CNVGLGCR\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR to XLR Microphone Cable (6 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 6Ft, 10 Pack\", \"asin\": \"B0855JS1L4\", \"price\": \"$46.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Microphone Cable (6 Feet, 6 Pack) - XLR Male to Female Mic Cable 3-Pin Balanced Shielded Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 6 Colors\", \"asin\": \"B0D73SX2XV\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 8 left in stock - order soon.\"},\n{\"title\": \"XLR Cable 6Feet, XLR Male to MIC Female Cord, Cannon Microphone Cable, Mic Cord, Cannon Speaker Cable Compatible with Microphone, Mic Mixer, Recording Studio, Behringer\", \"asin\": \"B0D7S8BXK7\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Professional 2 Pack 6FT XLR Cables, Noise Free and Long-Lasting Braided XLR Microphone Cable, All Copper Conductors Balanced Male to Female Mic Cable for Studio Monitor, Mixer, DMX, Black\", \"asin\": \"B0CZLF6Z2S\", \"price\": \"$13.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"XLR to XLR Microphone Cable (6 Feet, 6-Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 6ft, 6 Pack\", \"asin\": \"B0855DBGSB\", \"price\": \"$32.98\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 11 left in stock - order soon.\"},\n{\"title\": \"XLR Cable, 6ft Cable with Balanced 3 PIN, XLR Male to Female Mic Audio Cord, XLR Speaker Cable, Mic Wire, Compatible with XLR Microphone for Recording Podcast Streaming, Black(XLR-180)\", \"asin\": \"B09L4P42X2\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Microphone Cable - XLR Male to Female Cable 6ft 6-Pack with 3-Pin Balanced XLR Cables for Mic Mixer, Recording Studio, Speaker\", \"asin\": \"B0C5MFHF54\", \"price\": \"$27.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Microphone Cables 6 Feet 4 Pack - Pro Balanced XLR Audio Cables with 3-Pin XLR Male to Female\", \"asin\": \"B08TVTJTV6\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Basics XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, Premium XLR to XLR True Shielded Wire Black(1, Style A, 6 Feet)\", \"asin\": \"B0CY6C2TRX\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 10 left in stock - order soon.\"},\n{\"title\": \"XLR Cable Microphone Cable 6 Feet Premium Balanced Mic Cable Pure Copper Conductors Heavy Duty Male to Female 3 Pin XLR Microphone Cable Zinc Alloy Connectors with Metal Spring\", \"asin\": \"B0DF6KX39D\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 13 left in stock - order soon.\"},\n{\"title\": \"104769 6-Feet Premier Series XLR Female to 1/4-Inch TRS Male 16AWG Cable gold\", \"asin\": \"B002HQPXS4\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Premium XLR to XLR Cable (3 Feet 2-Pack) Noise-Canceling Balanced Wire Connector, 3 Pin XLR Microphone Cables Oxygen-Free Copper (OFC) Male to Female Mic Cord for Speaker Mixer, Studio,Podcast\", \"asin\": \"B0DGX7GW87\", \"price\": \"$13.20\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Professional 6 Pack 6FT XLR Cables, Noise Free and Long-Lasting Braided XLR Microphone Cable, All Copper Conductors Balanced Male to Female Mic Cable for Studio Monitor, Mixer, DMX, Colorful\", \"asin\": \"B0CZLBFJ7T\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"2pcs XLR Female to Female Splitter Microphone Cable XLR to XLR Patch Cables, 3-Pin XLR Female to Female mic Cable DMX Cable Patch Cords with Oxygen-Free Copper, 5Feet/1.5Meter\\u2026\", \"asin\": \"B09VBBSCPP\", \"price\": \"$16.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Cables 6FT 4 Pack 4 Colors, Durable XLR Male to Female Microphone Cable, Premium Balanced Gold Plated 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Compatible with Microphones, Mixer\", \"asin\": \"B0DPHLF7KF\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"XLR Female to Female Splitter Microphone Cable XLR to XLR Patch Cables, 3-Pin XLR Female to Female mic Cable DMX Cable Patch Cords with Oxygen-Free Copper, (16FT)\", \"asin\": \"B08RCTTBLL\", \"price\": \"$18.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Microphone Splitter - 3-Pin XLR Female to Female, 10Feet/3Meter DMX Cable Patch with Oxygen-Free Copper\", \"asin\": \"B08RCTVH3J\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:35:19.096Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:35:19.096Z
|
click_product
|
B01JNLTTKS
|
rule
|
train
| 1,234 |
2025-04-12T22:35:19.096Z
|
click_product
|
B01JNLTTKS
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:23.468Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:39.061Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:46.074Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:47.958Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:30:11.822Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:31:22.820Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:32:51.398Z", "action": "input", "action_argument": "wireless mic"}
{"timestamp": "2025-04-12T22:32:51.501Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T22:32:56.826Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T22:35:08.868Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:35:11.123Z", "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": "Amazon Basics XLR Male to Female Microphone Cable (6 Feet)"}],
"cart_items": [{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "price": "$12.99", "quantity": "1"},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "price": "$185.00"},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "price": "$12.99", "quantity": "1"},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "price": "$169.99", "quantity": "1"},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "price": "$15.88", "quantity": "1"},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"ads": [{"title": "AuxLink XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable Male to Female Balanced Mic Cable", "asin": "B0B28H9SNH"},
{"title": "AuxLink XLR Cable, XLR Microphone Cable Male to Female 25ft 2 Pack, Balanced XLR Speaker Cable Suitable for Microphones, Preambles, Speaker Systems, Radio Station and More", "asin": "B09LCTHY8L"},
{"title": "AuxLink 25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 Colors - Mixer, Recording Studio", "asin": "B0BDKJH3CL"}],
"search_results": [{"title": "XLR Male to Female Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 6 Foot, Black", "asin": "B01JNLTTKS", "price": "$12.34", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "3.5mm to XLR Cable 6 ft, Male to Female 1/8 to XLR Cable, XLR to 3.5mm Cable for DSLR, DV Camcorder, Digital Voice recorder or More - 6 Feet", "asin": "B07N8JF4HG", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black", "asin": "B00KO8VYMG", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "XLR Cable 6FT Microphone Cables XLR Male to Female Heavy Duty Balanced Nylon Braided XLR Microphone Cord Compatible with Speaker Systems, Radio Station and More", "asin": "B0C2YV4BY8", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XLR to XLR Cable 6FT, 2ps XLR Male to XLR Female Microphone Cable, Balanced 3 PIN XLR Compatible with Shure SM Microphone, Behringer, Speaker Systems, Radio Station and More, Black", "asin": "B07CLN155C", "price": "$16.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XLR Male to XLR Female Cable - 6 Feet - Black, 16AWG, Gold Plated, Microphone & Interconnect - Stage Right Series", "asin": "B002PAOMSY", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XLR Microphone Cable - XLR Male to Female Cable 6ft 4-Packs with 3-Pin Balanced XLR Cables for Mic Mixer, Recording Studio, Speaker", "asin": "B0BXSSYLB2", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XLR Cables 6ft 2 Pack, XLR Microphone Mic Cable, Shielded Balanced 3-pin Male to Female, Oxygen-Free Copper (OFC) XLR Cable Speaker Cord with Gold-Plated Connectors Metal Spring Black", "asin": "B0D9M8QMN1", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "6ft XLR Male to Female Mic Cable (6 Pack) - 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored", "asin": "B0855BQB85", "price": "$38.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "6.35mm (1/4 Inch) TRS to XLR Cable - 6ft, Male to Female, XLR to 1/4 Cable", "asin": "B00KO8W3FI", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XLR Cables 6ft 2Pack, Microphone Cable Mic Cord XLR Male to Female Adapter Microphone Cord 3-Pin Stage & Studio, Oxygen-Free Copper (OFC)", "asin": "B0DC58TXMT", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "2 Pack 5FT 5Pin XLR Male to Female DMX512 Cable,DMX-512 XLR 5 Pin Male to XLR 5 Pin Female DMX Lighting Cable", "asin": "B0DHZNKP4H", "price": "$19.90", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 20 left in stock - order soon."},
{"title": "3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black", "asin": "B00QMITC7G", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XLR Male to XLR Female Cable Professional Balanced Microphone Lead XLR Male to Female Cables, Extension Mic Cable Cord (Black 2 Pack, 10 FT)", "asin": "B0C5CVHYQF", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XLR Microphone Cables, 6 Feet 2 Pack Oxygen-Free Copper Male to Female 3-Pin Balanced XLR Mic Cables Cord for Speaker Podcast Audio Mixer DMX Effector Amplifier Sound Card, Black", "asin": "B0CNVGLGCR", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XLR to XLR Microphone Cable (6 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 6Ft, 10 Pack", "asin": "B0855JS1L4", "price": "$46.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XLR Microphone Cable (6 Feet, 6 Pack) - XLR Male to Female Mic Cable 3-Pin Balanced Shielded Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 6 Colors", "asin": "B0D73SX2XV", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 8 left in stock - order soon."},
{"title": "XLR Cable 6Feet, XLR Male to MIC Female Cord, Cannon Microphone Cable, Mic Cord, Cannon Speaker Cable Compatible with Microphone, Mic Mixer, Recording Studio, Behringer", "asin": "B0D7S8BXK7", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Professional 2 Pack 6FT XLR Cables, Noise Free and Long-Lasting Braided XLR Microphone Cable, All Copper Conductors Balanced Male to Female Mic Cable for Studio Monitor, Mixer, DMX, Black", "asin": "B0CZLF6Z2S", "price": "$13.97", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "XLR to XLR Microphone Cable (6 Feet, 6-Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 6ft, 6 Pack", "asin": "B0855DBGSB", "price": "$32.98", "delivery": "FREE delivery Tue, Apr 15 Only 11 left in stock - order soon."},
{"title": "XLR Cable, 6ft Cable with Balanced 3 PIN, XLR Male to Female Mic Audio Cord, XLR Speaker Cable, Mic Wire, Compatible with XLR Microphone for Recording Podcast Streaming, Black(XLR-180)", "asin": "B09L4P42X2", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XLR Microphone Cable - XLR Male to Female Cable 6ft 6-Pack with 3-Pin Balanced XLR Cables for Mic Mixer, Recording Studio, Speaker", "asin": "B0C5MFHF54", "price": "$27.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XLR Microphone Cables 6 Feet 4 Pack - Pro Balanced XLR Audio Cables with 3-Pin XLR Male to Female", "asin": "B08TVTJTV6", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Basics XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, Premium XLR to XLR True Shielded Wire Black(1, Style A, 6 Feet)", "asin": "B0CY6C2TRX", "price": "$5.99", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 10 left in stock - order soon."},
{"title": "XLR Cable Microphone Cable 6 Feet Premium Balanced Mic Cable Pure Copper Conductors Heavy Duty Male to Female 3 Pin XLR Microphone Cable Zinc Alloy Connectors with Metal Spring", "asin": "B0DF6KX39D", "price": "$8.99", "delivery": " Two-Day FREE delivery Mon, Apr 14 Only 13 left in stock - order soon."},
{"title": "104769 6-Feet Premier Series XLR Female to 1/4-Inch TRS Male 16AWG Cable gold", "asin": "B002HQPXS4", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Premium XLR to XLR Cable (3 Feet 2-Pack) Noise-Canceling Balanced Wire Connector, 3 Pin XLR Microphone Cables Oxygen-Free Copper (OFC) Male to Female Mic Cord for Speaker Mixer, Studio,Podcast", "asin": "B0DGX7GW87", "price": "$13.20", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Professional 6 Pack 6FT XLR Cables, Noise Free and Long-Lasting Braided XLR Microphone Cable, All Copper Conductors Balanced Male to Female Mic Cable for Studio Monitor, Mixer, DMX, Colorful", "asin": "B0CZLBFJ7T", "price": "$28.97", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "2pcs XLR Female to Female Splitter Microphone Cable XLR to XLR Patch Cables, 3-Pin XLR Female to Female mic Cable DMX Cable Patch Cords with Oxygen-Free Copper, 5Feet/1.5Meter\u2026", "asin": "B09VBBSCPP", "price": "$16.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XLR Cables 6FT 4 Pack 4 Colors, Durable XLR Male to Female Microphone Cable, Premium Balanced Gold Plated 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Compatible with Microphones, Mixer", "asin": "B0DPHLF7KF", "price": "$19.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "XLR Female to Female Splitter Microphone Cable XLR to XLR Patch Cables, 3-Pin XLR Female to Female mic Cable DMX Cable Patch Cords with Oxygen-Free Copper, (16FT)", "asin": "B08RCTTBLL", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "XLR Microphone Splitter - 3-Pin XLR Female to Female, 10Feet/3Meter DMX Cable Patch with Oxygen-Free Copper", "asin": "B08RCTVH3J", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:35:19.096Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:35:19.096Z\",\"action\": \"click_product\",\"acion_argument\": \"B01JNLTTKS\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:35:19.096Z\",\"action\": \"click_product\",\"acion_argument\": \"B01JNLTTKS\",}</answer>",
"index": 1234,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:32:51.398Z\", \"action\": \"input\", \"action_argument\": \"wireless mic\"}\n{\"timestamp\": \"2025-04-12T22:32:51.501Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T22:32:56.826Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T22:35:08.868Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:35:11.123Z\", \"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\": \"Amazon Basics XLR Male to Female Microphone Cable (6 Feet)\"}],\n\"cart_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"price\": \"$185.00\"},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"price\": \"$15.88\", \"quantity\": \"1\"},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"AuxLink XLR Cables, XLR Microphone Cable 25 ft 6 Pack, Gold-Plated 3-pin XLR Speaker Cable Male to Female Balanced Mic Cable\", \"asin\": \"B0B28H9SNH\"},\n{\"title\": \"AuxLink XLR Cable, XLR Microphone Cable Male to Female 25ft 2 Pack, Balanced XLR Speaker Cable Suitable for Microphones, Preambles, Speaker Systems, Radio Station and More\", \"asin\": \"B09LCTHY8L\"},\n{\"title\": \"AuxLink 25ft XLR Cables - 10 Pack Microphone Cables, Gold-Plated Female to Male, 3-Pin, 10 Colors - Mixer, Recording Studio\", \"asin\": \"B0BDKJH3CL\"}],\n\"search_results\": [{\"title\": \"XLR Male to Female Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, 6 Foot, Black\", \"asin\": \"B01JNLTTKS\", \"price\": \"$12.34\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"3.5mm to XLR Cable 6 ft, Male to Female 1/8 to XLR Cable, XLR to 3.5mm Cable for DSLR, DV Camcorder, Digital Voice recorder or More - 6 Feet\", \"asin\": \"B07N8JF4HG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2-Pack Premium XLR to XLR Cables - 6ft, Male to Female Microphone Cable, Oxygen-Free Copper (OFC) Mic Cord, Black\", \"asin\": \"B00KO8VYMG\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"XLR Cable 6FT Microphone Cables XLR Male to Female Heavy Duty Balanced Nylon Braided XLR Microphone Cord Compatible with Speaker Systems, Radio Station and More\", \"asin\": \"B0C2YV4BY8\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR to XLR Cable 6FT, 2ps XLR Male to XLR Female Microphone Cable, Balanced 3 PIN XLR Compatible with Shure SM Microphone, Behringer, Speaker Systems, Radio Station and More, Black\", \"asin\": \"B07CLN155C\", \"price\": \"$16.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Male to XLR Female Cable - 6 Feet - Black, 16AWG, Gold Plated, Microphone & Interconnect - Stage Right Series\", \"asin\": \"B002PAOMSY\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Microphone Cable - XLR Male to Female Cable 6ft 4-Packs with 3-Pin Balanced XLR Cables for Mic Mixer, Recording Studio, Speaker\", \"asin\": \"B0BXSSYLB2\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Cables 6ft 2 Pack, XLR Microphone Mic Cable, Shielded Balanced 3-pin Male to Female, Oxygen-Free Copper (OFC) XLR Cable Speaker Cord with Gold-Plated Connectors Metal Spring Black\", \"asin\": \"B0D9M8QMN1\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"6ft XLR Male to Female Mic Cable (6 Pack) - 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored\", \"asin\": \"B0855BQB85\", \"price\": \"$38.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"6.35mm (1/4 Inch) TRS to XLR Cable - 6ft, Male to Female, XLR to 1/4 Cable\", \"asin\": \"B00KO8W3FI\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Cables 6ft 2Pack, Microphone Cable Mic Cord XLR Male to Female Adapter Microphone Cord 3-Pin Stage & Studio, Oxygen-Free Copper (OFC)\", \"asin\": \"B0DC58TXMT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"2 Pack 5FT 5Pin XLR Male to Female DMX512 Cable,DMX-512 XLR 5 Pin Male to XLR 5 Pin Female DMX Lighting Cable\", \"asin\": \"B0DHZNKP4H\", \"price\": \"$19.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 20 left in stock - order soon.\"},\n{\"title\": \"3.5mm to XLR Cable - 6ft, XLR to 1/8 Inch Cable, Male to Male, Compatible with iPod, MP3 Player, Laptop, Voice Recorder, and More - Black\", \"asin\": \"B00QMITC7G\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Male to XLR Female Cable Professional Balanced Microphone Lead XLR Male to Female Cables, Extension Mic Cable Cord (Black 2 Pack, 10 FT)\", \"asin\": \"B0C5CVHYQF\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Microphone Cables, 6 Feet 2 Pack Oxygen-Free Copper Male to Female 3-Pin Balanced XLR Mic Cables Cord for Speaker Podcast Audio Mixer DMX Effector Amplifier Sound Card, Black\", \"asin\": \"B0CNVGLGCR\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR to XLR Microphone Cable (6 Feet, 10 Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 6Ft, 10 Pack\", \"asin\": \"B0855JS1L4\", \"price\": \"$46.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Microphone Cable (6 Feet, 6 Pack) - XLR Male to Female Mic Cable 3-Pin Balanced Shielded Cable for Mic Mixer, Recording Studio, Podcast - Multi Colored, 6 Colors\", \"asin\": \"B0D73SX2XV\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 8 left in stock - order soon.\"},\n{\"title\": \"XLR Cable 6Feet, XLR Male to MIC Female Cord, Cannon Microphone Cable, Mic Cord, Cannon Speaker Cable Compatible with Microphone, Mic Mixer, Recording Studio, Behringer\", \"asin\": \"B0D7S8BXK7\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Professional 2 Pack 6FT XLR Cables, Noise Free and Long-Lasting Braided XLR Microphone Cable, All Copper Conductors Balanced Male to Female Mic Cable for Studio Monitor, Mixer, DMX, Black\", \"asin\": \"B0CZLF6Z2S\", \"price\": \"$13.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n{\"title\": \"XLR to XLR Microphone Cable (6 Feet, 6-Pack) XLR Male to Female Mic Cable 3-Pin Balanced Shielded XLR Cable for Mic Mixer, Recording Studio, Podcast - Black, 6ft, 6 Pack\", \"asin\": \"B0855DBGSB\", \"price\": \"$32.98\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 11 left in stock - order soon.\"},\n{\"title\": \"XLR Cable, 6ft Cable with Balanced 3 PIN, XLR Male to Female Mic Audio Cord, XLR Speaker Cable, Mic Wire, Compatible with XLR Microphone for Recording Podcast Streaming, Black(XLR-180)\", \"asin\": \"B09L4P42X2\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Microphone Cable - XLR Male to Female Cable 6ft 6-Pack with 3-Pin Balanced XLR Cables for Mic Mixer, Recording Studio, Speaker\", \"asin\": \"B0C5MFHF54\", \"price\": \"$27.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Microphone Cables 6 Feet 4 Pack - Pro Balanced XLR Audio Cables with 3-Pin XLR Male to Female\", \"asin\": \"B08TVTJTV6\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Basics XLR Microphone Cable for Speaker or PA System, All Copper Conductors, 6MM PVC Jacket, Premium XLR to XLR True Shielded Wire Black(1, Style A, 6 Feet)\", \"asin\": \"B0CY6C2TRX\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 10 left in stock - order soon.\"},\n{\"title\": \"XLR Cable Microphone Cable 6 Feet Premium Balanced Mic Cable Pure Copper Conductors Heavy Duty Male to Female 3 Pin XLR Microphone Cable Zinc Alloy Connectors with Metal Spring\", \"asin\": \"B0DF6KX39D\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14 Only 13 left in stock - order soon.\"},\n{\"title\": \"104769 6-Feet Premier Series XLR Female to 1/4-Inch TRS Male 16AWG Cable gold\", \"asin\": \"B002HQPXS4\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Premium XLR to XLR Cable (3 Feet 2-Pack) Noise-Canceling Balanced Wire Connector, 3 Pin XLR Microphone Cables Oxygen-Free Copper (OFC) Male to Female Mic Cord for Speaker Mixer, Studio,Podcast\", \"asin\": \"B0DGX7GW87\", \"price\": \"$13.20\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"Professional 6 Pack 6FT XLR Cables, Noise Free and Long-Lasting Braided XLR Microphone Cable, All Copper Conductors Balanced Male to Female Mic Cable for Studio Monitor, Mixer, DMX, Colorful\", \"asin\": \"B0CZLBFJ7T\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"2pcs XLR Female to Female Splitter Microphone Cable XLR to XLR Patch Cables, 3-Pin XLR Female to Female mic Cable DMX Cable Patch Cords with Oxygen-Free Copper, 5Feet/1.5Meter\\u2026\", \"asin\": \"B09VBBSCPP\", \"price\": \"$16.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Cables 6FT 4 Pack 4 Colors, Durable XLR Male to Female Microphone Cable, Premium Balanced Gold Plated 3-Pin Shielded Mic Speaker Cable, Zinc Alloy Connectors, Compatible with Microphones, Mixer\", \"asin\": \"B0DPHLF7KF\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"XLR Female to Female Splitter Microphone Cable XLR to XLR Patch Cables, 3-Pin XLR Female to Female mic Cable DMX Cable Patch Cords with Oxygen-Free Copper, (16FT)\", \"asin\": \"B08RCTTBLL\", \"price\": \"$18.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n{\"title\": \"XLR Microphone Splitter - 3-Pin XLR Female to Female, 10Feet/3Meter DMX Cable Patch with Oxygen-Free Copper\", \"asin\": \"B08RCTVH3J\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:35:19.096Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:32:51.398Z\", \"action\": \"input\", \"action_argument\": \"wireless mic\"}\n{\"timestamp\": \"2025-04-12T22:32:51.501Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T22:32:56.826Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T22:35:08.868Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:35:11.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:35:19.096Z\", \"action\": \"click_product\", \"action_argument\": \"B01JNLTTKS\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B09Y1VLG5V\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)\", \"asin\": \"B08HS3NPNV\", \"price\": \"$369.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)\", \"asin\": \"B0CY5QG3KV\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Wireless Microphones, Professional UHF Dual Microphones with Rechargea...\", \"asin\": \"B0DRVRTH94\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"HINGTAT Wireless Microphone, UHF Rechargeable Metal Cordless Microphones with 6.35mm Receiver, Plug-and-Play Professional Dynamic Microphone for Karaoke, Party, Wedding, Church(UHF, Silver-Grey)\", \"asin\": \"B0D7LZJCHY\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\", \"price\": \"$170.90\"},\n{\"title\": \"SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\"},\n{\"title\": \"GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set\", \"asin\": \"B09Q8WHD48\", \"price\": \"$109.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:36:22.001Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:36:22.001Z
|
click
|
nav_bar
|
rule
|
train
| 1,235 |
2025-04-12T22:36:22.001Z
|
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": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:23.468Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:39.061Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:46.074Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:47.958Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:30:11.822Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:31:22.820Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:32:51.398Z", "action": "input", "action_argument": "wireless mic"}
{"timestamp": "2025-04-12T22:32:51.501Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T22:32:56.826Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T22:35:08.868Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:35:11.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:35:19.096Z", "action": "click_product", "action_argument": "B01JNLTTKS"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B09Y1VLG5V"},
{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable"},
{"bullet_list": "PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\u2019\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts."}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Phenyx Pro Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)", "asin": "B08HS3NPNV", "price": "$369.99", "quantity": ""},
{"title": "Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)", "asin": "B0CRVH644C", "price": "$329.99", "quantity": ""},
{"title": "Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)", "asin": "B0CY5QG3KV", "price": "$129.99", "quantity": ""},
{"title": "Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...", "asin": "B0CT3BVX42", "price": "$215.00", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)", "asin": "B0CL6RMPTC", "price": "$299.99", "quantity": ""},
{"title": "eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys", "asin": "B0DHWGW42D", "price": "$23.99", "quantity": ""},
{"title": "4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...", "asin": "B0CRH8P5K6", "price": "$246.49", "quantity": ""},
{"title": "Rechargeable Wireless Microphones, Professional UHF Dual Microphones with Rechargea...", "asin": "B0DRVRTH94", "price": "$69.99", "quantity": ""},
{"title": "HINGTAT Wireless Microphone, UHF Rechargeable Metal Cordless Microphones with 6.35mm Receiver, Plug-and-Play Professional Dynamic Microphone for Karaoke, Party, Wedding, Church(UHF, Silver-Grey)", "asin": "B0D7LZJCHY", "price": "$29.99", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99", "quantity": ""},
{"title": "SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black", "asin": "B07N6PD1J4", "price": "$119.00", "quantity": ""},
{"title": "Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)", "asin": "B0C7MSPNB5", "price": "$319.99", "quantity": ""}],
"comparison_items": [{"title": "Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable", "price": "$170.90"},
{"title": "SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church", "asin": "B0C1G2DDK1", "price": "$218.88"},
{"title": "GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set", "asin": "B09Q8WHD48", "price": "$109.99"},
{"title": "Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)", "asin": "B0CT3BVX42", "price": "$215.00"},
{"title": "Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)", "asin": "B07JNDVS6H", "price": "$149.99"},
{"title": "innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \u2026", "asin": "B0CTMDZ8BX", "price": "$96.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:36:22.001Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:36:22.001Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:36:22.001Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 1235,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:32:51.398Z\", \"action\": \"input\", \"action_argument\": \"wireless mic\"}\n{\"timestamp\": \"2025-04-12T22:32:51.501Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T22:32:56.826Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T22:35:08.868Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:35:11.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:35:19.096Z\", \"action\": \"click_product\", \"action_argument\": \"B01JNLTTKS\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B09Y1VLG5V\"},\n{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\"},\n{\"bullet_list\": \"PREMIUM WIRELESS PERFORMANCE: Dual UHF wireless microphone system with selectable frequency. Channel 1: 538.3 - 566.5Mhz (100 channels). Channel 2: 571.3 - 599.5MHz (100 channels). Employs PLL frequency synthesized technology to provide hassle-free sound transmission, minimum dropouts, and maximum feedback rejection. Smooth and quick IR synchronization. Long range operation of 290ft \\u2013 328ft line of sight STURDY BUILD, MULTICHANNEL FEATURE: Sturdy metal build for both wireless receiver and cordless handheld mic. The endurable system is equipped with high-quality cardioid dynamic cartridge that engineers for clear robust optimal true sound. Full range response and great reproduction of vocal tone. Multichannel feature enables users to select different frequencies when preset frequency fails, thus ensuring interference-free reliable performance and allowing multiple systems used at the same time AUTO SCAN FEATURE AND ANTI-INTERFERENCE FEATURE: UHF microphone system equips with auto scan function, which enables system to search for the least interference channel to pair up with transmitters. It also has lock function to lock selected frequency. With wireless headset, wireless lapel lavalier, & handheld mic in one set, it satisfies various needs. 2 antennas design increases anti-interference ability and decreases interference between each channel. BOX CONTENTS: 1 x channel wireless metal receiver for long operation, 2 x UHF wireless handheld mic,1 x 1/4\\u2019\\u2019 audio cable, 1 x power adapter, 2 x antenna, 2 x anti-rolling rings, 4 x AA battery for 16hrs long hour use, 1 x user manual DEVOTED SERVICE: Genuine Phenyx Pro audio products come with 12-month manufacturer assurance and supportive customer service. Welcome to come to us for troubleshooting or replacement of discontinuous/defective parts.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Phenyx Pro Wireless Microphone System, 8-Channel UHF Cordless Mic with Metal Handheld Wireless Mics, Fixed Frequency Dynamic Microphone for Karaoke,Church,Singing,DJ,260ft Range (PTU-4000-8H)\", \"asin\": \"B08HS3NPNV\", \"price\": \"$369.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro 4-Channel Wireless Microphone System w/Auto Scan, 4x40 UHF Frequencies, 2 Handheld Dynamic Mics, 2 Bodypacks & Headsets/Lapel Microphones for Singing, DJ, Church (PTU-7000-2H2B)\", \"asin\": \"B0CRVH644C\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro UHF Wireless Microphone System w/ 2x30 Frequencies, Metal Cordless Mic Set, 2 Bodypacks & Headsets/Lapel Microphones for Speaking, Singing, Church, DJ (PTU-52-2B)\", \"asin\": \"B0CY5QG3KV\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328...\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Quad Channel Wireless Mic, w/ 4x40 UHF Frequencies, Auto Scan, 328ft Long Range, 4 Handheld Dynamic Microphone for Singing, Church, Karaoke (PTU-7000-4H)\", \"asin\": \"B0CL6RMPTC\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"eKids Moana 2 Karaoke Microphone for Kids, Bluetooth Microphone Includes Built-in Music and Light Show, Designed for Fans of Moana Toys\", \"asin\": \"B0DHWGW42D\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"4 Channel Wireless Microphones System, Quad UHF Cordless Mic Set,4 * 40 Groups Meta...\", \"asin\": \"B0CRH8P5K6\", \"price\": \"$246.49\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Wireless Microphones, Professional UHF Dual Microphones with Rechargea...\", \"asin\": \"B0DRVRTH94\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"HINGTAT Wireless Microphone, UHF Rechargeable Metal Cordless Microphones with 6.35mm Receiver, Plug-and-Play Professional Dynamic Microphone for Karaoke, Party, Wedding, Church(UHF, Silver-Grey)\", \"asin\": \"B0D7LZJCHY\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"SE ELECTRONICS - V7 Mic Capsule for Shure Wireless - Black\", \"asin\": \"B07N6PD1J4\", \"price\": \"$119.00\", \"quantity\": \"\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, True Diversity Dual Cordless Microphone Set w/UHF Handheld/Bodypack/Headset/Lapel Mics, Auto Scan, 2x1000 Channels for Stage & Studio (PTU-2U-1H1B)\", \"asin\": \"B0C7MSPNB5\", \"price\": \"$319.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Phenyx Pro Dual Channel Cordless Mic PTU-71A Bundle with 4-Color Male to Female Snake XLR Patch Cable\", \"price\": \"$170.90\"},\n{\"title\": \"SENWOSI Profession Wireless Microphone System, UHF Handheld Dual Cordless Mic True Diversity Metal Microphones Set, 700ft Range, 2x100 Channels, Auto Scan, Mics for Stage/Studio/Singing/Church\", \"asin\": \"B0C1G2DDK1\", \"price\": \"$218.88\"},\n{\"title\": \"GUDEHOLO Wireless Microphone System with case, Metal UHF Dual Handheld 20 Channels Professional Cordless Mic System for Church, DJ, Karaoke,Wedding, Home KTV Set\", \"asin\": \"B09Q8WHD48\", \"price\": \"$109.99\"},\n{\"title\": \"Kimyah Wireless Microphones System, 2x100 Channels Metal Cordless Handheld Microfonos, 328FT UHF Range, Mics with Stable Signal Transmission for Professional Stage, DJ and Party Karaoke(KY-3308)\", \"asin\": \"B0CT3BVX42\", \"price\": \"$215.00\"},\n{\"title\": \"Phenyx Pro Wireless Microphone System, Dual Wireless Mics,w/ 2 Handhelds, Auto Scan,2x100 UHF Frequencies,328ft Range,Dynamic Microphone for Singing, Karaoke, Church(PTU-71-2H)\", \"asin\": \"B07JNDVS6H\", \"price\": \"$149.99\"},\n{\"title\": \"innopow Wireless Microphone System, Dual UHF Metal Cordless Mic Set, Long Distance 150-200Ft,16 Hours Continuous, Fixed Frequency, Use for Karaoke Singing, Family Party,Church \\u2026\", \"asin\": \"B0CTMDZ8BX\", \"price\": \"$96.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:36:22.001Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:32:51.398Z\", \"action\": \"input\", \"action_argument\": \"wireless mic\"}\n{\"timestamp\": \"2025-04-12T22:32:51.501Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T22:32:56.826Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T22:35:08.868Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:35:11.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:35:19.096Z\", \"action\": \"click_product\", \"action_argument\": \"B01JNLTTKS\"}\n{\"timestamp\": \"2025-04-12T22:36:22.001Z\", \"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\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"},\n{\"title\": \"Fractured: How We Learn to Live Together\", \"asin\": \"0008463999\", \"price\": \"$14.89\", \"quantity\": \"\"},\n{\"title\": \"Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7\", \"asin\": \"/promo/A3BXO35O8FVYEC\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"397bdd59\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"397bdd59\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.51\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:36:35.838Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:36:35.838Z
|
click_product
|
B084DFD31M
|
rule
|
train
| 1,236 |
2025-04-12T22:36:35.838Z
|
click_product
|
B084DFD31M
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:23.468Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:39.061Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:46.074Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:47.958Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:30:11.822Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:31:22.820Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:32:51.398Z", "action": "input", "action_argument": "wireless mic"}
{"timestamp": "2025-04-12T22:32:51.501Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T22:32:56.826Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T22:35:08.868Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:35:11.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:35:19.096Z", "action": "click_product", "action_argument": "B01JNLTTKS"}
{"timestamp": "2025-04-12T22:36:22.001Z", "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": "PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema", "asin": "B00KNNSKV0", "price": "$13.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet", "asin": "B09KX2SD5D", "price": "$12.49", "quantity": ""},
{"title": "VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack", "asin": "B01EJ5UV3C", "price": "$5.99", "quantity": ""},
{"title": "Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World", "asin": "1783785667", "price": "$12.19", "quantity": ""},
{"title": "Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect", "asin": "0593418573", "price": "$19.97", "quantity": ""},
{"title": "J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet", "asin": "B07G4Y4NYP", "price": "$11.95", "quantity": ""},
{"title": "Fractured: How We Learn to Live Together", "asin": "0008463999", "price": "$14.89", "quantity": ""},
{"title": "Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7", "asin": "/promo/A3BXO35O8FVYEC", "price": "$7.99", "quantity": ""},
{"title": "Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307", "asin": "B0CVYRT4GW", "price": "$109.00", "quantity": ""},
{"title": "Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.", "asin": "397bdd59", "price": "$38.96", "quantity": ""},
{"title": "EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers", "asin": "B008JZOX60", "price": "$109.99", "quantity": ""},
{"title": "Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)", "asin": "B0BXQRXCZH", "price": "$61.15", "quantity": ""},
{"title": "Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.", "asin": "397bdd59", "price": "$98.88", "quantity": ""},
{"title": "EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System", "asin": "B07TWB3RH5", "price": "$219.00", "quantity": ""}],
"active_items": [{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "3.3 feet"}]},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "delivery": "Delivery Tomorrow, Apr 13", "selected": true, "options": []},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6 ft"}]},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6-input"}, {"Style": "Built-in Effects"}]},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "delivery": "FREE delivery Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "Risk Assessment and Decision Analysis with Bayesian Networks", "asin": "1138035114", "price": "$63.51", "options": []},
{"title": "Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\"x142\")", "asin": "B0BTDG6VYM", "options": []},
{"title": "Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More", "asin": "B000N8MUR0", "options": [{"Size": "8 Ounce Pouch"}]},
{"title": "Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels", "asin": "B004R61NCW", "options": [{"Size": "240 Count (Pack of 1)"}]},
{"asin": "B004R61NCW", "options": []},
{"title": "Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong", "asin": "B084P7XJR8", "options": []},
{"title": "Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games", "asin": "B07JZFN8WS", "options": []},
{"title": "AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler", "asin": "B08166SLDF", "price": "$149.00", "options": [{"Style": "Processor"}]},
{"title": "Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B", "asin": "B08GLX7TNT", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:36:35.838Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:36:35.838Z\",\"action\": \"click_product\",\"acion_argument\": \"B084DFD31M\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:36:35.838Z\",\"action\": \"click_product\",\"acion_argument\": \"B084DFD31M\",}</answer>",
"index": 1236,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:32:51.398Z\", \"action\": \"input\", \"action_argument\": \"wireless mic\"}\n{\"timestamp\": \"2025-04-12T22:32:51.501Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T22:32:56.826Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T22:35:08.868Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:35:11.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:35:19.096Z\", \"action\": \"click_product\", \"action_argument\": \"B01JNLTTKS\"}\n{\"timestamp\": \"2025-04-12T22:36:22.001Z\", \"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\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"},\n{\"title\": \"Fractured: How We Learn to Live Together\", \"asin\": \"0008463999\", \"price\": \"$14.89\", \"quantity\": \"\"},\n{\"title\": \"Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7\", \"asin\": \"/promo/A3BXO35O8FVYEC\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"397bdd59\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"397bdd59\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.51\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:36:35.838Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:32:51.398Z\", \"action\": \"input\", \"action_argument\": \"wireless mic\"}\n{\"timestamp\": \"2025-04-12T22:32:51.501Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T22:32:56.826Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T22:35:08.868Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:35:11.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:35:19.096Z\", \"action\": \"click_product\", \"action_argument\": \"B01JNLTTKS\"}\n{\"timestamp\": \"2025-04-12T22:36:22.001Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:36:35.838Z\", \"action\": \"click_product\", \"action_argument\": \"B084DFD31M\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"},\n{\"title\": \"Fractured: How We Learn to Live Together\", \"asin\": \"0008463999\", \"price\": \"$14.89\", \"quantity\": \"\"},\n{\"title\": \"Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7\", \"asin\": \"/promo/A3BXO35O8FVYEC\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"397bdd59\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"397bdd59\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.51\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:36:56.889Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-12T22:36:56.889Z
|
purchase
|
B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G
|
rule
|
train
| 1,237 |
2025-04-12T22:36:56.889Z
|
purchase
|
B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:04.154Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:08.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:23.269Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:42:03.651Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:09.313Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.541Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:04:59.376Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:23.468Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:39.061Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:46.074Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:47.958Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:30:11.822Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:31:22.820Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:32:51.398Z", "action": "input", "action_argument": "wireless mic"}
{"timestamp": "2025-04-12T22:32:51.501Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T22:32:56.826Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T22:35:08.868Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:35:11.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-12T22:35:19.096Z", "action": "click_product", "action_argument": "B01JNLTTKS"}
{"timestamp": "2025-04-12T22:36:22.001Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:36:35.838Z", "action": "click_product", "action_argument": "B084DFD31M"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema", "asin": "B00KNNSKV0", "price": "$13.99", "quantity": ""},
{"title": "Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet", "asin": "B09KX2SD5D", "price": "$12.49", "quantity": ""},
{"title": "VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack", "asin": "B01EJ5UV3C", "price": "$5.99", "quantity": ""},
{"title": "Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World", "asin": "1783785667", "price": "$12.19", "quantity": ""},
{"title": "Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect", "asin": "0593418573", "price": "$19.97", "quantity": ""},
{"title": "J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet", "asin": "B07G4Y4NYP", "price": "$11.95", "quantity": ""},
{"title": "Fractured: How We Learn to Live Together", "asin": "0008463999", "price": "$14.89", "quantity": ""},
{"title": "Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7", "asin": "/promo/A3BXO35O8FVYEC", "price": "$7.99", "quantity": ""},
{"title": "Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307", "asin": "B0CVYRT4GW", "price": "$109.00", "quantity": ""},
{"title": "Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.", "asin": "397bdd59", "price": "$38.96", "quantity": ""},
{"title": "EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers", "asin": "B008JZOX60", "price": "$109.99", "quantity": ""},
{"title": "Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)", "asin": "B0BXQRXCZH", "price": "$61.15", "quantity": ""},
{"title": "Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.", "asin": "397bdd59", "price": "$98.88", "quantity": ""},
{"title": "EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System", "asin": "B07TWB3RH5", "price": "$219.00", "quantity": ""}],
"active_items": [{"title": "Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet", "asin": "B083R5BJ6P", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "3.3 feet"}]},
{"title": "Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6", "asin": "B0CNXKDR99", "delivery": "Delivery Tomorrow, Apr 13", "selected": true, "options": []},
{"title": "Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet", "asin": "B084DFD31M", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6 ft"}]},
{"title": "YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects", "asin": "B00I2J4V5G", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "6-input"}, {"Style": "Built-in Effects"}]},
{"title": "The Power of Strangers: The Benefits of Connecting in a Suspicious World", "asin": "1984855778", "delivery": "One-Day FREE delivery Tomorrow, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "delivery": "FREE delivery Tue, Apr 15 FREE Returns", "quantity": "1", "selected": false, "options": []}],
"saved_items": [{"title": "Risk Assessment and Decision Analysis with Bayesian Networks", "asin": "1138035114", "price": "$63.51", "options": []},
{"title": "Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\"x142\")", "asin": "B0BTDG6VYM", "options": []},
{"title": "Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More", "asin": "B000N8MUR0", "options": [{"Size": "8 Ounce Pouch"}]},
{"title": "Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels", "asin": "B004R61NCW", "options": [{"Size": "240 Count (Pack of 1)"}]},
{"asin": "B004R61NCW", "options": []},
{"title": "Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong", "asin": "B084P7XJR8", "options": []},
{"title": "Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games", "asin": "B07JZFN8WS", "options": []},
{"title": "AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler", "asin": "B08166SLDF", "price": "$149.00", "options": [{"Style": "Processor"}]},
{"title": "Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B", "asin": "B08GLX7TNT", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-12T22:36:56.889Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-12T22:36:56.889Z\",\"action\": \"purchase\",\"acion_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-12T22:36:56.889Z\",\"action\": \"purchase\",\"acion_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\",}</answer>",
"index": 1237,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-12T21:17:47.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:17:56.160Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:18:52.172Z\", \"action\": \"purchase\", \"action_argument\": \"B00IBIVL42\"}\n{\"timestamp\": \"2025-04-12T21:20:03.946Z\", \"action\": \"input\", \"action_argument\": \"ts7200\"}\n{\"timestamp\": \"2025-04-12T21:20:04.154Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:08.337Z\", \"action\": \"input\", \"action_argument\": \"ts7200 mic\"}\n{\"timestamp\": \"2025-04-12T21:20:08.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:20:56.477Z\", \"action\": \"input\", \"action_argument\": \"shure sm\"}\n{\"timestamp\": \"2025-04-12T21:20:56.564Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T21:21:44.499Z\", \"action\": \"click_product\", \"action_argument\": \"B000CZ0R42\"}\n{\"timestamp\": \"2025-04-12T21:22:11.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:22:51.162Z\", \"action\": \"click_product\", \"action_argument\": \"B0000AQRSU\"}\n{\"timestamp\": \"2025-04-12T21:26:01.941Z\", \"action\": \"input\", \"action_argument\": \"shure sm58\"}\n{\"timestamp\": \"2025-04-12T21:26:23.269Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:26:27.019Z\", \"action\": \"click_product\", \"action_argument\": \"B08NDBQM5W\"}\n{\"timestamp\": \"2025-04-12T21:31:08.726Z\", \"action\": \"click_product\", \"action_argument\": \"B07SHWYDVQ\"}\n{\"timestamp\": \"2025-04-12T21:31:35.303Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:32:24.747Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-12T21:32:29.281Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:32:40.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:21.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:33:33.585Z\", \"action\": \"purchase\", \"action_argument\": \"B00I2J4V5G\"}\n{\"timestamp\": \"2025-04-12T21:33:40.541Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T21:34:32.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T21:37:34.356Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:40:25.525Z\", \"action\": \"purchase\", \"action_argument\": \"B084DFD31M\"}\n{\"timestamp\": \"2025-04-12T21:42:03.379Z\", \"action\": \"input\", \"action_argument\": \"shure wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:42:03.651Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:09.313Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:11.290Z\", \"action\": \"input\", \"action_argument\": \"wireless microphones\"}\n{\"timestamp\": \"2025-04-12T21:44:11.541Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T21:44:26.521Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T21:44:43.342Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T21:44:47.711Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:45:54.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:14.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:18.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:19.724Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:21.068Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:34.688Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:39.263Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:40.539Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:41.483Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:42.488Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:43.778Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:44.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:45.668Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:46.456Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:50.386Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:52.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:46:59.627Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:01.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:03.017Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:04.187Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.080Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:05.785Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:23.605Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:30.237Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:32.284Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:33.843Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:38.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:43.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T21:47:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:48:31.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:33.254Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T21:59:35.810Z\", \"action\": \"purchase\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:04:59.196Z\", \"action\": \"input\", \"action_argument\": \"3.5mm TRS (stereo) to dual 1/4\\\" TS (mono) cable\"}\n{\"timestamp\": \"2025-04-12T22:04:59.376Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:06:47.532Z\", \"action\": \"click_product\", \"action_argument\": \"B0BX3GLSSX\"}\n{\"timestamp\": \"2025-04-12T22:08:00.398Z\", \"action\": \"click_product\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:08:16.284Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P\"}\n{\"timestamp\": \"2025-04-12T22:10:33.651Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:10:38.296Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:38.315Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.576Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:10:40.596Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-12T22:11:06.156Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:21:15.710Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:21:26.620Z\", \"action\": \"purchase\", \"action_argument\": \"B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T22:22:25.678Z\", \"action\": \"click_product\", \"action_argument\": \"B0CNXKDR99\"}\n{\"timestamp\": \"2025-04-12T22:22:32.484Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:22:35.867Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-12T22:22:37.498Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:23:23.509Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:24:36.145Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:26:24.007Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:27:46.292Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:21.330Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:23.468Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:39.061Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:29:46.074Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-12T22:29:47.958Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:30:11.822Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:31:22.820Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-12T22:32:51.398Z\", \"action\": \"input\", \"action_argument\": \"wireless mic\"}\n{\"timestamp\": \"2025-04-12T22:32:51.501Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-12T22:32:56.826Z\", \"action\": \"click_product\", \"action_argument\": \"B07JNDVS6H\"}\n{\"timestamp\": \"2025-04-12T22:35:08.868Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:35:11.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-12T22:35:19.096Z\", \"action\": \"click_product\", \"action_argument\": \"B01JNLTTKS\"}\n{\"timestamp\": \"2025-04-12T22:36:22.001Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T22:36:35.838Z\", \"action\": \"click_product\", \"action_argument\": \"B084DFD31M\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema\", \"asin\": \"B00KNNSKV0\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Cable Matters Dual XLR to RCA Cable 6 ft, XLR Female to RCA Cable (Dual Female XLR to RCA Cable) - 6 Feet\", \"asin\": \"B09KX2SD5D\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"VCE 6.35mm (1/4 inch) Male to 3.5mm (1/8 inch) Female Stereo Audio Jack Adapter for Aux Cable, Guitar Amplifier, Headphone, 2 Pack\", \"asin\": \"B01EJ5UV3C\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Hello, Stranger: Stories of Connection in a Divided World: How We Find Connection in a Disconnected World\", \"asin\": \"1783785667\", \"price\": \"$12.19\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"0593418573\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"J&D RCA to 1/4 Cable, Dual 1/4 inch TS to Dual RCA Stereo Audio Interconnect Cord, Gold Plated Copper Shell Heavy Duty 2X 6.35mm 1/4 inch Male TS to 2 RCA Male Adapter Cable, 3 Feet\", \"asin\": \"B07G4Y4NYP\", \"price\": \"$11.95\", \"quantity\": \"\"},\n{\"title\": \"Fractured: How We Learn to Live Together\", \"asin\": \"0008463999\", \"price\": \"$14.89\", \"quantity\": \"\"},\n{\"title\": \"Apple MFi Certified 2 Pack Lightning to 3.5 mm Headphone Jack Adapter for iPhone, iPhone Aux Adapter Converter Dongle Audio Cable Compatible with iPhone 14 13 12 11 X XS 8 7\", \"asin\": \"/promo/A3BXO35O8FVYEC\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Halts Crabgrass Preventer, Weed & Feed5, SummerGuard and WinterGuard, 4 Bag Bundle, Small Lawns, VB02307\", \"asin\": \"B0CVYRT4GW\", \"price\": \"$109.00\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Kentucky Bluegrass Mix with Fertilizer and Soil Improver, Grows Dense, Green Turf, 5.6 lbs.\", \"asin\": \"397bdd59\", \"price\": \"$38.96\", \"quantity\": \"\"},\n{\"title\": \"EGO AR2100 21inch Mower Striping Kit for EGO 21inch Walk Behind Mowers\", \"asin\": \"B008JZOX60\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts DiseaseEx Lawn Fungicide, Fungus Control, Fast Acting, Treats up to 5,000 sq. ft, 10 lbs. (3-Pack)\", \"asin\": \"B0BXQRXCZH\", \"price\": \"$61.15\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch and Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 40 lbs.\", \"asin\": \"397bdd59\", \"price\": \"$98.88\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Tisino 1/8 to 1/4 Stereo Cable, 1/8 Inch TRS Stereo to Dual 1/4 inch TS Mono Y-Splitter Cable 3.5mm Aux Mini Jack to Jack Breakout Cord - 3.3 feet\", \"asin\": \"B083R5BJ6P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.3 feet\"}]},\n{\"title\": \"Phenyx Pro Wireless Microphone System PTU-71-2H Bundle with 6Ft XLR Snake Cable PCBL-4IN1-6\", \"asin\": \"B0CNXKDR99\", \"delivery\": \"Delivery Tomorrow, Apr 13\", \"selected\": true, \"options\": []},\n{\"title\": \"Cable Matters Dual RCA to XLR Unbalanced Interconnect Cable 6 ft, 2 RCA to XLR Male Cable (Dual XLR to RCA Cable) - 6 Feet\", \"asin\": \"B084DFD31M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6 ft\"}]},\n{\"title\": \"YAMAHA MG06X 6-Input Compact Stereo Mixer with Effects\", \"asin\": \"B00I2J4V5G\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"6-input\"}, {\"Style\": \"Built-in Effects\"}]},\n{\"title\": \"The Power of Strangers: The Benefits of Connecting in a Suspicious World\", \"asin\": \"1984855778\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"delivery\": \"FREE delivery Tue, Apr 15 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.51\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"price\": \"$149.00\", \"options\": [{\"Style\": \"Processor\"}]},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T22:36:56.889Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-26T00:16:36.415Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-26T00:16:36.415Z
|
click
|
other
|
rule
|
train
| 1,238 |
2025-03-26T00:16:36.415Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-26T00:16:36.415Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-26T00:16:36.415Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-26T00:16:36.415Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1238,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-26T00:16:36.415Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-26T00:16:36.415Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B013WFNNZI\"},\n{\"title\": \"Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 20-Inch\"},\n{\"price\": \"$86.59\"},\n{\"bullet_list\": \"20\\\" SPINNER LUGGAGE maximizes your packing power and meets most carry-on size restrictions for those traveling domestically and looking to stay light.Number of wheels:4 PACKING Dimensions: 19\\\" x 14.5\\\" x 9.75\\\", Overall Dimensions: 22\\\" x 15\\\" x 9.75\\\", Weight: 6.81 lbs. 10 YEAR LIMITED WARRANTY: Samsonite products are rigorously tested to ensure our products meet stringent standards. This bag comes with a 10-year warranty against defects in materials and workmanship. MICRO-DIAMOND POLYCARBONATE texture is extremely scratch-resistant, keeping cases beautiful trip after trip SIDE-MOUNTED TSA LOCKS act to deter theft, ensuring that only you or a TSA agent have easy access to your belongings when traveling\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Carry-On 20-Inch\"},\n{\"Color\": \"Caribbean Blue\"}],\n\"promotion_items\": [{\"title\": \"SwissGear Sion Softside Expandable Luggage, Blue, Carry-On 21-Inch\", \"asin\": \"B01MFBVKDF\", \"price\": \"$108.24\", \"quantity\": \"\"},\n{\"title\": \"Briggs & Riley Uprights, Black, 22-inch Baseline Essential Carry-On\", \"asin\": \"B09Y282JQD\", \"price\": \"$659.00\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Octiv Lightweight Hardshell 22-Inch Carry-On Luggage - Durable & Impact Resistant, 360\\u00b0 Aero Trac Spinner Wheels, Adjustable Telescopic Handle, Expandable Suitcase, TSA Approved Lock - Blue\", \"asin\": \"B0DN6VTN11\", \"price\": \"$152.99\", \"quantity\": \"\"},\n{\"title\": \"LEVEL8 Grace Carry On Luggage, 20 Inch Hardside Suitcase, Abs+Pc Harshell Spinner Luggage with Tsa Lock, Spinner Wheels, Grey, 20-Inch Carry-On\", \"asin\": \"B083PTQW7Q\", \"price\": \"$105.29\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 3 DLX Hardside Expandable Luggage with Spinners, Navy, Checked-Medium 25-Inch\", \"asin\": \"B07RX1VJH6\", \"price\": \"$135.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite UpLIFT 27\\\" Lightweight Hardside Large Checked Luggage with Spinner Wheels - Expandable Luggage - Airline-Approved, Polycarbonate Hard Suitcase for Ultra Lightweight Travel - Phantom Black\", \"asin\": \"B0DFHNCS91\", \"price\": \"$202.49\", \"quantity\": \"\"},\n{\"title\": \"CENSIEN Expandable Carry On Luggage Airline Approved, 20 Inch Lightweight ABS+PC Hard Shell Suitcases with Front Pocket, Spinner Wheels, TSA Lock (Black, 1PC)\", \"asin\": \"B0CZTKFRRQ\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"SwissGear Sion Softside Expandable Luggage, Black, Checked-Medium 25-Inch\", \"asin\": \"B014TLGBX0\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Octiv Lightweight Hardshell 22-Inch Carry-On Luggage -Durable & Impact Resistant, 360\\u00b0 Aero Trac Spinner Wheels, Adjustable Telescopic Handle, Expandable Suitcase, TSA Approved Lock - Black\", \"asin\": \"B0D388CGPX\", \"price\": \"$152.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite UpLIFT 27\\\" Lightweight Hardside Large Checked Luggage with Spinner Wheels - Expandable Luggage - Airline-Approved, Polycarbonate Hard Suitcase for Ultra Lightweight Travel - Phantom Black\", \"asin\": \"B0DFHNCS91\", \"price\": \"$202.49\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 3 DLX Hardside Expandable Luggage with Spinners, Navy, Checked-Medium 25-Inch\", \"asin\": \"B07RX1VJH6\", \"price\": \"$135.99\", \"quantity\": \"\"},\n{\"title\": \"LEVEL8 Grace Carry On Luggage, 20 Inch Hardside Suitcase, Abs+Pc Harshell Spinner Luggage with Tsa Lock, Spinner Wheels, Grey, 20-Inch Carry-On\", \"asin\": \"B083PTQW7Q\", \"price\": \"$105.29\", \"quantity\": \"\"},\n{\"title\": \"Briggs & Riley Uprights, Black, 22-inch Baseline Essential Carry-On\", \"asin\": \"B09Y282JQD\", \"price\": \"$659.00\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Navy, Checked-Medium 24-Inch\", \"asin\": \"B074FDHGMG\", \"price\": \"$135.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Freeform Hardside Expandable Luggage with Spinners | Pink Rose | 2PC SET (Carry-on/Large)\", \"asin\": \"B0BH6QTK4X\", \"price\": \"$489.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Centric 2 Hardside Expandable Luggage with Spinners | Snow White | 2PC SET (Carry-on/Medium)\", \"asin\": \"B0BJ2V7RJS\", \"price\": \"$459.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 3 DLX Hardside Luggage with Spinners, 2-Piece Set (20/25), Silver\", \"asin\": \"B09PY56YD3\", \"price\": \"$489.98\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Artic Pink, 3-Piece Set (20/24/28)\", \"asin\": \"B0828CS94D\", \"price\": \"$41999\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Omni 2 Hardside Expandable Luggage with Spinner Wheels, 2-Piece Set (19/24), VITA OLIVE\", \"asin\": \"B0BH6P8LVW\", \"price\": \"$324.70\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Ascella X Softside Expandable Luggage with Spinners, Teal, 2PC SET (Carry-on/Medium)\", \"asin\": \"B09H7MNRCK\", \"price\": \"$389.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Evolve SE Hardside Expandable Luggage with Spinners | Alpine Green | 2PC SET (Carry-on/Medium)\", \"asin\": \"B0BJ2VD445\", \"price\": \"$309.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-26T00:17:00.120Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-26T00:17:00.120Z
|
click
|
product_option
|
rule
|
train
| 1,239 |
2025-03-26T00:17:00.120Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:16:36.415Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B013WFNNZI"},
{"title": "Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 20-Inch"},
{"price": "$86.59"},
{"bullet_list": "20\" SPINNER LUGGAGE maximizes your packing power and meets most carry-on size restrictions for those traveling domestically and looking to stay light.Number of wheels:4 PACKING Dimensions: 19\" x 14.5\" x 9.75\", Overall Dimensions: 22\" x 15\" x 9.75\", Weight: 6.81 lbs. 10 YEAR LIMITED WARRANTY: Samsonite products are rigorously tested to ensure our products meet stringent standards. This bag comes with a 10-year warranty against defects in materials and workmanship. MICRO-DIAMOND POLYCARBONATE texture is extremely scratch-resistant, keeping cases beautiful trip after trip SIDE-MOUNTED TSA LOCKS act to deter theft, ensuring that only you or a TSA agent have easy access to your belongings when traveling"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Carry-On 20-Inch"},
{"Color": "Caribbean Blue"}],
"promotion_items": [{"title": "SwissGear Sion Softside Expandable Luggage, Blue, Carry-On 21-Inch", "asin": "B01MFBVKDF", "price": "$108.24", "quantity": ""},
{"title": "Briggs & Riley Uprights, Black, 22-inch Baseline Essential Carry-On", "asin": "B09Y282JQD", "price": "$659.00", "quantity": ""},
{"title": "Samsonite Octiv Lightweight Hardshell 22-Inch Carry-On Luggage - Durable & Impact Resistant, 360\u00b0 Aero Trac Spinner Wheels, Adjustable Telescopic Handle, Expandable Suitcase, TSA Approved Lock - Blue", "asin": "B0DN6VTN11", "price": "$152.99", "quantity": ""},
{"title": "LEVEL8 Grace Carry On Luggage, 20 Inch Hardside Suitcase, Abs+Pc Harshell Spinner Luggage with Tsa Lock, Spinner Wheels, Grey, 20-Inch Carry-On", "asin": "B083PTQW7Q", "price": "$105.29", "quantity": ""},
{"title": "Samsonite Winfield 3 DLX Hardside Expandable Luggage with Spinners, Navy, Checked-Medium 25-Inch", "asin": "B07RX1VJH6", "price": "$135.99", "quantity": ""},
{"title": "Samsonite UpLIFT 27\" Lightweight Hardside Large Checked Luggage with Spinner Wheels - Expandable Luggage - Airline-Approved, Polycarbonate Hard Suitcase for Ultra Lightweight Travel - Phantom Black", "asin": "B0DFHNCS91", "price": "$202.49", "quantity": ""},
{"title": "CENSIEN Expandable Carry On Luggage Airline Approved, 20 Inch Lightweight ABS+PC Hard Shell Suitcases with Front Pocket, Spinner Wheels, TSA Lock (Black, 1PC)", "asin": "B0CZTKFRRQ", "price": "$109.99", "quantity": ""},
{"title": "SwissGear Sion Softside Expandable Luggage, Black, Checked-Medium 25-Inch", "asin": "B014TLGBX0", "price": "$129.99", "quantity": ""},
{"title": "Samsonite Octiv Lightweight Hardshell 22-Inch Carry-On Luggage -Durable & Impact Resistant, 360\u00b0 Aero Trac Spinner Wheels, Adjustable Telescopic Handle, Expandable Suitcase, TSA Approved Lock - Black", "asin": "B0D388CGPX", "price": "$152.99", "quantity": ""},
{"title": "Samsonite UpLIFT 27\" Lightweight Hardside Large Checked Luggage with Spinner Wheels - Expandable Luggage - Airline-Approved, Polycarbonate Hard Suitcase for Ultra Lightweight Travel - Phantom Black", "asin": "B0DFHNCS91", "price": "$202.49", "quantity": ""},
{"title": "Samsonite Winfield 3 DLX Hardside Expandable Luggage with Spinners, Navy, Checked-Medium 25-Inch", "asin": "B07RX1VJH6", "price": "$135.99", "quantity": ""},
{"title": "LEVEL8 Grace Carry On Luggage, 20 Inch Hardside Suitcase, Abs+Pc Harshell Spinner Luggage with Tsa Lock, Spinner Wheels, Grey, 20-Inch Carry-On", "asin": "B083PTQW7Q", "price": "$105.29", "quantity": ""},
{"title": "Briggs & Riley Uprights, Black, 22-inch Baseline Essential Carry-On", "asin": "B09Y282JQD", "price": "$659.00", "quantity": ""},
{"title": "Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Navy, Checked-Medium 24-Inch", "asin": "B074FDHGMG", "price": "$135.99", "quantity": ""},
{"title": "Samsonite Freeform Hardside Expandable Luggage with Spinners | Pink Rose | 2PC SET (Carry-on/Large)", "asin": "B0BH6QTK4X", "price": "$489.99", "quantity": ""},
{"title": "Samsonite Centric 2 Hardside Expandable Luggage with Spinners | Snow White | 2PC SET (Carry-on/Medium)", "asin": "B0BJ2V7RJS", "price": "$459.99", "quantity": ""},
{"title": "Samsonite Winfield 3 DLX Hardside Luggage with Spinners, 2-Piece Set (20/25), Silver", "asin": "B09PY56YD3", "price": "$489.98", "quantity": ""},
{"title": "Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Artic Pink, 3-Piece Set (20/24/28)", "asin": "B0828CS94D", "price": "$41999", "quantity": ""},
{"title": "Samsonite Omni 2 Hardside Expandable Luggage with Spinner Wheels, 2-Piece Set (19/24), VITA OLIVE", "asin": "B0BH6P8LVW", "price": "$324.70", "quantity": ""},
{"title": "Samsonite Ascella X Softside Expandable Luggage with Spinners, Teal, 2PC SET (Carry-on/Medium)", "asin": "B09H7MNRCK", "price": "$389.99", "quantity": ""},
{"title": "Samsonite Evolve SE Hardside Expandable Luggage with Spinners | Alpine Green | 2PC SET (Carry-on/Medium)", "asin": "B0BJ2VD445", "price": "$309.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-26T00:17:00.120Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-26T00:17:00.120Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-26T00:17:00.120Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1239,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-26T00:16:36.415Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B013WFNNZI\"},\n{\"title\": \"Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 20-Inch\"},\n{\"price\": \"$86.59\"},\n{\"bullet_list\": \"20\\\" SPINNER LUGGAGE maximizes your packing power and meets most carry-on size restrictions for those traveling domestically and looking to stay light.Number of wheels:4 PACKING Dimensions: 19\\\" x 14.5\\\" x 9.75\\\", Overall Dimensions: 22\\\" x 15\\\" x 9.75\\\", Weight: 6.81 lbs. 10 YEAR LIMITED WARRANTY: Samsonite products are rigorously tested to ensure our products meet stringent standards. This bag comes with a 10-year warranty against defects in materials and workmanship. MICRO-DIAMOND POLYCARBONATE texture is extremely scratch-resistant, keeping cases beautiful trip after trip SIDE-MOUNTED TSA LOCKS act to deter theft, ensuring that only you or a TSA agent have easy access to your belongings when traveling\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Carry-On 20-Inch\"},\n{\"Color\": \"Caribbean Blue\"}],\n\"promotion_items\": [{\"title\": \"SwissGear Sion Softside Expandable Luggage, Blue, Carry-On 21-Inch\", \"asin\": \"B01MFBVKDF\", \"price\": \"$108.24\", \"quantity\": \"\"},\n{\"title\": \"Briggs & Riley Uprights, Black, 22-inch Baseline Essential Carry-On\", \"asin\": \"B09Y282JQD\", \"price\": \"$659.00\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Octiv Lightweight Hardshell 22-Inch Carry-On Luggage - Durable & Impact Resistant, 360\\u00b0 Aero Trac Spinner Wheels, Adjustable Telescopic Handle, Expandable Suitcase, TSA Approved Lock - Blue\", \"asin\": \"B0DN6VTN11\", \"price\": \"$152.99\", \"quantity\": \"\"},\n{\"title\": \"LEVEL8 Grace Carry On Luggage, 20 Inch Hardside Suitcase, Abs+Pc Harshell Spinner Luggage with Tsa Lock, Spinner Wheels, Grey, 20-Inch Carry-On\", \"asin\": \"B083PTQW7Q\", \"price\": \"$105.29\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 3 DLX Hardside Expandable Luggage with Spinners, Navy, Checked-Medium 25-Inch\", \"asin\": \"B07RX1VJH6\", \"price\": \"$135.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite UpLIFT 27\\\" Lightweight Hardside Large Checked Luggage with Spinner Wheels - Expandable Luggage - Airline-Approved, Polycarbonate Hard Suitcase for Ultra Lightweight Travel - Phantom Black\", \"asin\": \"B0DFHNCS91\", \"price\": \"$202.49\", \"quantity\": \"\"},\n{\"title\": \"CENSIEN Expandable Carry On Luggage Airline Approved, 20 Inch Lightweight ABS+PC Hard Shell Suitcases with Front Pocket, Spinner Wheels, TSA Lock (Black, 1PC)\", \"asin\": \"B0CZTKFRRQ\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"SwissGear Sion Softside Expandable Luggage, Black, Checked-Medium 25-Inch\", \"asin\": \"B014TLGBX0\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Octiv Lightweight Hardshell 22-Inch Carry-On Luggage -Durable & Impact Resistant, 360\\u00b0 Aero Trac Spinner Wheels, Adjustable Telescopic Handle, Expandable Suitcase, TSA Approved Lock - Black\", \"asin\": \"B0D388CGPX\", \"price\": \"$152.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite UpLIFT 27\\\" Lightweight Hardside Large Checked Luggage with Spinner Wheels - Expandable Luggage - Airline-Approved, Polycarbonate Hard Suitcase for Ultra Lightweight Travel - Phantom Black\", \"asin\": \"B0DFHNCS91\", \"price\": \"$202.49\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 3 DLX Hardside Expandable Luggage with Spinners, Navy, Checked-Medium 25-Inch\", \"asin\": \"B07RX1VJH6\", \"price\": \"$135.99\", \"quantity\": \"\"},\n{\"title\": \"LEVEL8 Grace Carry On Luggage, 20 Inch Hardside Suitcase, Abs+Pc Harshell Spinner Luggage with Tsa Lock, Spinner Wheels, Grey, 20-Inch Carry-On\", \"asin\": \"B083PTQW7Q\", \"price\": \"$105.29\", \"quantity\": \"\"},\n{\"title\": \"Briggs & Riley Uprights, Black, 22-inch Baseline Essential Carry-On\", \"asin\": \"B09Y282JQD\", \"price\": \"$659.00\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Navy, Checked-Medium 24-Inch\", \"asin\": \"B074FDHGMG\", \"price\": \"$135.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Freeform Hardside Expandable Luggage with Spinners | Pink Rose | 2PC SET (Carry-on/Large)\", \"asin\": \"B0BH6QTK4X\", \"price\": \"$489.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Centric 2 Hardside Expandable Luggage with Spinners | Snow White | 2PC SET (Carry-on/Medium)\", \"asin\": \"B0BJ2V7RJS\", \"price\": \"$459.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 3 DLX Hardside Luggage with Spinners, 2-Piece Set (20/25), Silver\", \"asin\": \"B09PY56YD3\", \"price\": \"$489.98\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Artic Pink, 3-Piece Set (20/24/28)\", \"asin\": \"B0828CS94D\", \"price\": \"$41999\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Omni 2 Hardside Expandable Luggage with Spinner Wheels, 2-Piece Set (19/24), VITA OLIVE\", \"asin\": \"B0BH6P8LVW\", \"price\": \"$324.70\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Ascella X Softside Expandable Luggage with Spinners, Teal, 2PC SET (Carry-on/Medium)\", \"asin\": \"B09H7MNRCK\", \"price\": \"$389.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Evolve SE Hardside Expandable Luggage with Spinners | Alpine Green | 2PC SET (Carry-on/Medium)\", \"asin\": \"B0BJ2VD445\", \"price\": \"$309.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-26T00:17:00.120Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-26T00:16:36.415Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-26T00:17:00.120Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B013WFNQJG\"},\n{\"title\": \"Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Caribbean Blue, Carry-On 20-Inch\"},\n{\"price\": \"$100.29\"},\n{\"bullet_list\": \"20\\\" SPINNER LUGGAGE maximizes your packing power and meets most carry-on size restrictions for those traveling domestically and looking to stay light.Number of wheels:4 PACKING Dimensions: 19\\\" x 14.5\\\" x 9.5\\\", Overall Dimensions: 22\\\" x 15\\\" x 9.5\\\", Weight: 6.81 lbs. 10 YEAR LIMITED WARRANTY: Samsonite products are rigorously tested to ensure our products meet stringent standards. This bag comes with a 10-year warranty against defects in materials and workmanship. MICRO-DIAMOND POLYCARBONATE texture is extremely scratch-resistant, keeping cases beautiful trip after trip SIDE-MOUNTED TSA LOCKS act to deter theft, ensuring that only you or a TSA agent have easy access to your belongings when traveling FOUR, MULTI-DIRECTIONAL OVERSIZED SPINNER WHEELS for effortless mobility, re-engineered lightweight\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Carry-On 20-Inch\"},\n{\"Color\": \"Purple\"}],\n\"promotion_items\": [{\"title\": \"Samsonite Freeform Hardside Expandable Luggage with Spinners | Pink Rose | 2PC SET (Carry-on/Large)\", \"asin\": \"B0BH6QTK4X\", \"price\": \"$489.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Centric 2 Hardside Expandable Luggage with Spinners | Snow White | 2PC SET (Carry-on/Medium)\", \"asin\": \"B0BJ2V7RJS\", \"price\": \"$459.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 3 DLX Hardside Luggage with Spinners, 2-Piece Set (20/25), Silver\", \"asin\": \"B09PY56YD3\", \"price\": \"$489.98\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Artic Pink, 3-Piece Set (20/24/28)\", \"asin\": \"B0828CS94D\", \"price\": \"$41999\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Omni 2 Hardside Expandable Luggage with Spinner Wheels, 2-Piece Set (19/24), VITA OLIVE\", \"asin\": \"B0BH6P8LVW\", \"price\": \"$324.70\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Ascella X Softside Expandable Luggage with Spinners, Teal, 2PC SET (Carry-on/Medium)\", \"asin\": \"B09H7MNRCK\", \"price\": \"$389.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-26T00:17:10.674Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-26T00:17:10.674Z
|
click
|
product_option
|
rule
|
train
| 1,240 |
2025-03-26T00:17:10.674Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:16:36.415Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-26T00:17:00.120Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B013WFNQJG"},
{"title": "Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Caribbean Blue, Carry-On 20-Inch"},
{"price": "$100.29"},
{"bullet_list": "20\" SPINNER LUGGAGE maximizes your packing power and meets most carry-on size restrictions for those traveling domestically and looking to stay light.Number of wheels:4 PACKING Dimensions: 19\" x 14.5\" x 9.5\", Overall Dimensions: 22\" x 15\" x 9.5\", Weight: 6.81 lbs. 10 YEAR LIMITED WARRANTY: Samsonite products are rigorously tested to ensure our products meet stringent standards. This bag comes with a 10-year warranty against defects in materials and workmanship. MICRO-DIAMOND POLYCARBONATE texture is extremely scratch-resistant, keeping cases beautiful trip after trip SIDE-MOUNTED TSA LOCKS act to deter theft, ensuring that only you or a TSA agent have easy access to your belongings when traveling FOUR, MULTI-DIRECTIONAL OVERSIZED SPINNER WHEELS for effortless mobility, re-engineered lightweight"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Carry-On 20-Inch"},
{"Color": "Purple"}],
"promotion_items": [{"title": "Samsonite Freeform Hardside Expandable Luggage with Spinners | Pink Rose | 2PC SET (Carry-on/Large)", "asin": "B0BH6QTK4X", "price": "$489.99", "quantity": ""},
{"title": "Samsonite Centric 2 Hardside Expandable Luggage with Spinners | Snow White | 2PC SET (Carry-on/Medium)", "asin": "B0BJ2V7RJS", "price": "$459.99", "quantity": ""},
{"title": "Samsonite Winfield 3 DLX Hardside Luggage with Spinners, 2-Piece Set (20/25), Silver", "asin": "B09PY56YD3", "price": "$489.98", "quantity": ""},
{"title": "Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Artic Pink, 3-Piece Set (20/24/28)", "asin": "B0828CS94D", "price": "$41999", "quantity": ""},
{"title": "Samsonite Omni 2 Hardside Expandable Luggage with Spinner Wheels, 2-Piece Set (19/24), VITA OLIVE", "asin": "B0BH6P8LVW", "price": "$324.70", "quantity": ""},
{"title": "Samsonite Ascella X Softside Expandable Luggage with Spinners, Teal, 2PC SET (Carry-on/Medium)", "asin": "B09H7MNRCK", "price": "$389.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-26T00:17:10.674Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-26T00:17:10.674Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-26T00:17:10.674Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1240,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-26T00:16:36.415Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-26T00:17:00.120Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B013WFNQJG\"},\n{\"title\": \"Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Caribbean Blue, Carry-On 20-Inch\"},\n{\"price\": \"$100.29\"},\n{\"bullet_list\": \"20\\\" SPINNER LUGGAGE maximizes your packing power and meets most carry-on size restrictions for those traveling domestically and looking to stay light.Number of wheels:4 PACKING Dimensions: 19\\\" x 14.5\\\" x 9.5\\\", Overall Dimensions: 22\\\" x 15\\\" x 9.5\\\", Weight: 6.81 lbs. 10 YEAR LIMITED WARRANTY: Samsonite products are rigorously tested to ensure our products meet stringent standards. This bag comes with a 10-year warranty against defects in materials and workmanship. MICRO-DIAMOND POLYCARBONATE texture is extremely scratch-resistant, keeping cases beautiful trip after trip SIDE-MOUNTED TSA LOCKS act to deter theft, ensuring that only you or a TSA agent have easy access to your belongings when traveling FOUR, MULTI-DIRECTIONAL OVERSIZED SPINNER WHEELS for effortless mobility, re-engineered lightweight\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Carry-On 20-Inch\"},\n{\"Color\": \"Purple\"}],\n\"promotion_items\": [{\"title\": \"Samsonite Freeform Hardside Expandable Luggage with Spinners | Pink Rose | 2PC SET (Carry-on/Large)\", \"asin\": \"B0BH6QTK4X\", \"price\": \"$489.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Centric 2 Hardside Expandable Luggage with Spinners | Snow White | 2PC SET (Carry-on/Medium)\", \"asin\": \"B0BJ2V7RJS\", \"price\": \"$459.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 3 DLX Hardside Luggage with Spinners, 2-Piece Set (20/25), Silver\", \"asin\": \"B09PY56YD3\", \"price\": \"$489.98\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Artic Pink, 3-Piece Set (20/24/28)\", \"asin\": \"B0828CS94D\", \"price\": \"$41999\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Omni 2 Hardside Expandable Luggage with Spinner Wheels, 2-Piece Set (19/24), VITA OLIVE\", \"asin\": \"B0BH6P8LVW\", \"price\": \"$324.70\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Ascella X Softside Expandable Luggage with Spinners, Teal, 2PC SET (Carry-on/Medium)\", \"asin\": \"B09H7MNRCK\", \"price\": \"$389.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-26T00:17:10.674Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-26T00:16:36.415Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-26T00:17:00.120Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-26T00:17:10.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B01M217387\"},\n{\"title\": \"Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Purple, Carry-On 20-Inch\"},\n{\"price\": \"$110.49\"},\n{\"bullet_list\": \"20\\\" SPINNER LUGGAGE maximizes your packing power and meets most carry-on size restrictions for those traveling domestically and looking to stay light PACKING Dimensions: 19\\\" x 14.5\\\" x 9.5\\\", Overall Dimensions: 22\\\" x 15\\\" x 9.5\\\", Weight: 6.81 lbs. 10 YEAR LIMITED WARRANTY: Samsonite products are rigorously tested to ensure our products meet stringent standards. This bag comes with a 10-year warranty against defects in materials and workmanship. MICRO-DIAMOND POLYCARBONATE texture is extremely scratch-resistant, keeping cases beautiful trip after trip SIDE-MOUNTED TSA LOCKS act to deter theft, ensuring that only you or a TSA agent have easy access to your belongings when traveling FOUR, MULTI-DIRECTIONAL OVERSIZED SPINNER WHEELS for effortless mobility, re-engineered lightweight\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Carry-On 20-Inch\"},\n{\"Color\": \"Army Green\"}],\n\"promotion_items\": [{\"title\": \"Samsonite Freeform Hardside Expandable Luggage with Spinners | Pink Rose | 2PC SET (Carry-on/Large)\", \"asin\": \"B0BH6QTK4X\", \"price\": \"$489.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Centric 2 Hardside Expandable Luggage with Spinners | Snow White | 2PC SET (Carry-on/Medium)\", \"asin\": \"B0BJ2V7RJS\", \"price\": \"$459.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 3 DLX Hardside Luggage with Spinners, 2-Piece Set (20/25), Silver\", \"asin\": \"B09PY56YD3\", \"price\": \"$489.98\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Artic Pink, 3-Piece Set (20/24/28)\", \"asin\": \"B0828CS94D\", \"price\": \"$41999\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Omni 2 Hardside Expandable Luggage with Spinner Wheels, 2-Piece Set (19/24), VITA OLIVE\", \"asin\": \"B0BH6P8LVW\", \"price\": \"$324.70\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Ascella X Softside Expandable Luggage with Spinners, Teal, 2PC SET (Carry-on/Medium)\", \"asin\": \"B09H7MNRCK\", \"price\": \"$389.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Evolve SE Hardside Expandable Luggage with Spinners | Alpine Green | 2PC SET (Carry-on/Medium)\", \"asin\": \"B0BJ2VD445\", \"price\": \"$309.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Omni 2 Carry-On Hardside Luggage with 360\\u00b0 Spinner Wheels - Scratch Resistant Hardshell - TSA, Airline-Approved - Expandable Polycarbonate Shell for Lightweight Travel - Purple\", \"asin\": \"B08QJQ2HN1\", \"price\": \"$147.97\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Freeform 21-Inch Hardside Carry-On Luggage - Hardshell Carry-On Suitcase - TSA, Airline-Approved - Expandable Hard Shell, Smooth Spinner Wheels for Lightweight Travel - Amethyst Purple\", \"asin\": \"B0B31N845T\", \"price\": \"$146.00\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Purple, Carry-On 20-Inch\", \"asin\": \"B00T8L9472\", \"price\": \"$114.63\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Centric Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 20-Inch\", \"asin\": \"B074VJYRZN\", \"price\": \"$118.90\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 21\\\" Hardside Carry-On Luggage, Hardshell Suitcase With Wheels, Expandable For Up to 25% More Space, With Scratch-Resistant Surface, Four Multi-directional Wheels, Light Blue\", \"asin\": \"B0727XS1XC\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 3 DLX Hardside Expandable Luggage with Spinners, Silver, Carry-On 20-Inch\", \"asin\": \"B07FDNWQJL\", \"price\": \"$129.43\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Centric Hardside Expandable Luggage with Spinner Wheels, Blue Slate, Carry-On 20-Inch\", \"asin\": \"B074VLT23L\", \"price\": \"$179.49\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-26T00:17:37.034Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-26T00:17:37.034Z
|
click
|
nav_bar
|
rule
|
train
| 1,241 |
2025-03-26T00:17:37.034Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:16:36.415Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-26T00:17:00.120Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-26T00:17:10.674Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B01M217387"},
{"title": "Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Purple, Carry-On 20-Inch"},
{"price": "$110.49"},
{"bullet_list": "20\" SPINNER LUGGAGE maximizes your packing power and meets most carry-on size restrictions for those traveling domestically and looking to stay light PACKING Dimensions: 19\" x 14.5\" x 9.5\", Overall Dimensions: 22\" x 15\" x 9.5\", Weight: 6.81 lbs. 10 YEAR LIMITED WARRANTY: Samsonite products are rigorously tested to ensure our products meet stringent standards. This bag comes with a 10-year warranty against defects in materials and workmanship. MICRO-DIAMOND POLYCARBONATE texture is extremely scratch-resistant, keeping cases beautiful trip after trip SIDE-MOUNTED TSA LOCKS act to deter theft, ensuring that only you or a TSA agent have easy access to your belongings when traveling FOUR, MULTI-DIRECTIONAL OVERSIZED SPINNER WHEELS for effortless mobility, re-engineered lightweight"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Carry-On 20-Inch"},
{"Color": "Army Green"}],
"promotion_items": [{"title": "Samsonite Freeform Hardside Expandable Luggage with Spinners | Pink Rose | 2PC SET (Carry-on/Large)", "asin": "B0BH6QTK4X", "price": "$489.99", "quantity": ""},
{"title": "Samsonite Centric 2 Hardside Expandable Luggage with Spinners | Snow White | 2PC SET (Carry-on/Medium)", "asin": "B0BJ2V7RJS", "price": "$459.99", "quantity": ""},
{"title": "Samsonite Winfield 3 DLX Hardside Luggage with Spinners, 2-Piece Set (20/25), Silver", "asin": "B09PY56YD3", "price": "$489.98", "quantity": ""},
{"title": "Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Artic Pink, 3-Piece Set (20/24/28)", "asin": "B0828CS94D", "price": "$41999", "quantity": ""},
{"title": "Samsonite Omni 2 Hardside Expandable Luggage with Spinner Wheels, 2-Piece Set (19/24), VITA OLIVE", "asin": "B0BH6P8LVW", "price": "$324.70", "quantity": ""},
{"title": "Samsonite Ascella X Softside Expandable Luggage with Spinners, Teal, 2PC SET (Carry-on/Medium)", "asin": "B09H7MNRCK", "price": "$389.99", "quantity": ""},
{"title": "Samsonite Evolve SE Hardside Expandable Luggage with Spinners | Alpine Green | 2PC SET (Carry-on/Medium)", "asin": "B0BJ2VD445", "price": "$309.99", "quantity": ""},
{"title": "Samsonite Omni 2 Carry-On Hardside Luggage with 360\u00b0 Spinner Wheels - Scratch Resistant Hardshell - TSA, Airline-Approved - Expandable Polycarbonate Shell for Lightweight Travel - Purple", "asin": "B08QJQ2HN1", "price": "$147.97", "quantity": ""},
{"title": "Samsonite Freeform 21-Inch Hardside Carry-On Luggage - Hardshell Carry-On Suitcase - TSA, Airline-Approved - Expandable Hard Shell, Smooth Spinner Wheels for Lightweight Travel - Amethyst Purple", "asin": "B0B31N845T", "price": "$146.00", "quantity": ""},
{"title": "Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Purple, Carry-On 20-Inch", "asin": "B00T8L9472", "price": "$114.63", "quantity": ""},
{"title": "Samsonite Centric Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 20-Inch", "asin": "B074VJYRZN", "price": "$118.90", "quantity": ""},
{"title": "Amazon Basics 21\" Hardside Carry-On Luggage, Hardshell Suitcase With Wheels, Expandable For Up to 25% More Space, With Scratch-Resistant Surface, Four Multi-directional Wheels, Light Blue", "asin": "B0727XS1XC", "price": "$65.99", "quantity": ""},
{"title": "Samsonite Winfield 3 DLX Hardside Expandable Luggage with Spinners, Silver, Carry-On 20-Inch", "asin": "B07FDNWQJL", "price": "$129.43", "quantity": ""},
{"title": "Samsonite Centric Hardside Expandable Luggage with Spinner Wheels, Blue Slate, Carry-On 20-Inch", "asin": "B074VLT23L", "price": "$179.49", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-26T00:17:37.034Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-26T00:17:37.034Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-26T00:17:37.034Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 1241,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-26T00:16:36.415Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-26T00:17:00.120Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-26T00:17:10.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B01M217387\"},\n{\"title\": \"Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Purple, Carry-On 20-Inch\"},\n{\"price\": \"$110.49\"},\n{\"bullet_list\": \"20\\\" SPINNER LUGGAGE maximizes your packing power and meets most carry-on size restrictions for those traveling domestically and looking to stay light PACKING Dimensions: 19\\\" x 14.5\\\" x 9.5\\\", Overall Dimensions: 22\\\" x 15\\\" x 9.5\\\", Weight: 6.81 lbs. 10 YEAR LIMITED WARRANTY: Samsonite products are rigorously tested to ensure our products meet stringent standards. This bag comes with a 10-year warranty against defects in materials and workmanship. MICRO-DIAMOND POLYCARBONATE texture is extremely scratch-resistant, keeping cases beautiful trip after trip SIDE-MOUNTED TSA LOCKS act to deter theft, ensuring that only you or a TSA agent have easy access to your belongings when traveling FOUR, MULTI-DIRECTIONAL OVERSIZED SPINNER WHEELS for effortless mobility, re-engineered lightweight\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Carry-On 20-Inch\"},\n{\"Color\": \"Army Green\"}],\n\"promotion_items\": [{\"title\": \"Samsonite Freeform Hardside Expandable Luggage with Spinners | Pink Rose | 2PC SET (Carry-on/Large)\", \"asin\": \"B0BH6QTK4X\", \"price\": \"$489.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Centric 2 Hardside Expandable Luggage with Spinners | Snow White | 2PC SET (Carry-on/Medium)\", \"asin\": \"B0BJ2V7RJS\", \"price\": \"$459.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 3 DLX Hardside Luggage with Spinners, 2-Piece Set (20/25), Silver\", \"asin\": \"B09PY56YD3\", \"price\": \"$489.98\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Artic Pink, 3-Piece Set (20/24/28)\", \"asin\": \"B0828CS94D\", \"price\": \"$41999\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Omni 2 Hardside Expandable Luggage with Spinner Wheels, 2-Piece Set (19/24), VITA OLIVE\", \"asin\": \"B0BH6P8LVW\", \"price\": \"$324.70\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Ascella X Softside Expandable Luggage with Spinners, Teal, 2PC SET (Carry-on/Medium)\", \"asin\": \"B09H7MNRCK\", \"price\": \"$389.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Evolve SE Hardside Expandable Luggage with Spinners | Alpine Green | 2PC SET (Carry-on/Medium)\", \"asin\": \"B0BJ2VD445\", \"price\": \"$309.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Omni 2 Carry-On Hardside Luggage with 360\\u00b0 Spinner Wheels - Scratch Resistant Hardshell - TSA, Airline-Approved - Expandable Polycarbonate Shell for Lightweight Travel - Purple\", \"asin\": \"B08QJQ2HN1\", \"price\": \"$147.97\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Freeform 21-Inch Hardside Carry-On Luggage - Hardshell Carry-On Suitcase - TSA, Airline-Approved - Expandable Hard Shell, Smooth Spinner Wheels for Lightweight Travel - Amethyst Purple\", \"asin\": \"B0B31N845T\", \"price\": \"$146.00\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Purple, Carry-On 20-Inch\", \"asin\": \"B00T8L9472\", \"price\": \"$114.63\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Centric Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 20-Inch\", \"asin\": \"B074VJYRZN\", \"price\": \"$118.90\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 21\\\" Hardside Carry-On Luggage, Hardshell Suitcase With Wheels, Expandable For Up to 25% More Space, With Scratch-Resistant Surface, Four Multi-directional Wheels, Light Blue\", \"asin\": \"B0727XS1XC\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 3 DLX Hardside Expandable Luggage with Spinners, Silver, Carry-On 20-Inch\", \"asin\": \"B07FDNWQJL\", \"price\": \"$129.43\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Centric Hardside Expandable Luggage with Spinner Wheels, Blue Slate, Carry-On 20-Inch\", \"asin\": \"B074VLT23L\", \"price\": \"$179.49\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-26T00:17:37.034Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-26T00:16:36.415Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-26T00:17:00.120Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-26T00:17:10.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-26T00:17:37.034Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B01M217387\"},\n{\"title\": \"Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Purple, Carry-On 20-Inch\"},\n{\"price\": \"$110.49\"},\n{\"bullet_list\": \"20\\\" SPINNER LUGGAGE maximizes your packing power and meets most carry-on size restrictions for those traveling domestically and looking to stay light PACKING Dimensions: 19\\\" x 14.5\\\" x 9.5\\\", Overall Dimensions: 22\\\" x 15\\\" x 9.5\\\", Weight: 6.81 lbs. 10 YEAR LIMITED WARRANTY: Samsonite products are rigorously tested to ensure our products meet stringent standards. This bag comes with a 10-year warranty against defects in materials and workmanship. MICRO-DIAMOND POLYCARBONATE texture is extremely scratch-resistant, keeping cases beautiful trip after trip SIDE-MOUNTED TSA LOCKS act to deter theft, ensuring that only you or a TSA agent have easy access to your belongings when traveling FOUR, MULTI-DIRECTIONAL OVERSIZED SPINNER WHEELS for effortless mobility, re-engineered lightweight\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"Carry-On 20-Inch\"},\n{\"Color\": \"Purple\"}],\n\"promotion_items\": [{\"title\": \"Samsonite Freeform Hardside Expandable Luggage with Spinners | Pink Rose | 2PC SET (Carry-on/Large)\", \"asin\": \"B0BH6QTK4X\", \"price\": \"$489.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Centric 2 Hardside Expandable Luggage with Spinners | Snow White | 2PC SET (Carry-on/Medium)\", \"asin\": \"B0BJ2V7RJS\", \"price\": \"$459.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 3 DLX Hardside Luggage with Spinners, 2-Piece Set (20/25), Silver\", \"asin\": \"B09PY56YD3\", \"price\": \"$489.98\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Artic Pink, 3-Piece Set (20/24/28)\", \"asin\": \"B0828CS94D\", \"price\": \"$41999\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Omni 2 Hardside Expandable Luggage with Spinner Wheels, 2-Piece Set (19/24), VITA OLIVE\", \"asin\": \"B0BH6P8LVW\", \"price\": \"$324.70\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Ascella X Softside Expandable Luggage with Spinners, Teal, 2PC SET (Carry-on/Medium)\", \"asin\": \"B09H7MNRCK\", \"price\": \"$389.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Evolve SE Hardside Expandable Luggage with Spinners | Alpine Green | 2PC SET (Carry-on/Medium)\", \"asin\": \"B0BJ2VD445\", \"price\": \"$309.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-26T00:17:41.996Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-26T00:17:41.996Z
|
click
|
nav_bar
|
rule
|
train
| 1,242 |
2025-03-26T00:17:41.996Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:16:36.415Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-26T00:17:00.120Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-26T00:17:10.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-26T00:17:37.034Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B01M217387"},
{"title": "Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Purple, Carry-On 20-Inch"},
{"price": "$110.49"},
{"bullet_list": "20\" SPINNER LUGGAGE maximizes your packing power and meets most carry-on size restrictions for those traveling domestically and looking to stay light PACKING Dimensions: 19\" x 14.5\" x 9.5\", Overall Dimensions: 22\" x 15\" x 9.5\", Weight: 6.81 lbs. 10 YEAR LIMITED WARRANTY: Samsonite products are rigorously tested to ensure our products meet stringent standards. This bag comes with a 10-year warranty against defects in materials and workmanship. MICRO-DIAMOND POLYCARBONATE texture is extremely scratch-resistant, keeping cases beautiful trip after trip SIDE-MOUNTED TSA LOCKS act to deter theft, ensuring that only you or a TSA agent have easy access to your belongings when traveling FOUR, MULTI-DIRECTIONAL OVERSIZED SPINNER WHEELS for effortless mobility, re-engineered lightweight"}],
"product_quantity": [{"quantity": "1 "}],
"product_options": [{"Size": "Carry-On 20-Inch"},
{"Color": "Purple"}],
"promotion_items": [{"title": "Samsonite Freeform Hardside Expandable Luggage with Spinners | Pink Rose | 2PC SET (Carry-on/Large)", "asin": "B0BH6QTK4X", "price": "$489.99", "quantity": ""},
{"title": "Samsonite Centric 2 Hardside Expandable Luggage with Spinners | Snow White | 2PC SET (Carry-on/Medium)", "asin": "B0BJ2V7RJS", "price": "$459.99", "quantity": ""},
{"title": "Samsonite Winfield 3 DLX Hardside Luggage with Spinners, 2-Piece Set (20/25), Silver", "asin": "B09PY56YD3", "price": "$489.98", "quantity": ""},
{"title": "Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Artic Pink, 3-Piece Set (20/24/28)", "asin": "B0828CS94D", "price": "$41999", "quantity": ""},
{"title": "Samsonite Omni 2 Hardside Expandable Luggage with Spinner Wheels, 2-Piece Set (19/24), VITA OLIVE", "asin": "B0BH6P8LVW", "price": "$324.70", "quantity": ""},
{"title": "Samsonite Ascella X Softside Expandable Luggage with Spinners, Teal, 2PC SET (Carry-on/Medium)", "asin": "B09H7MNRCK", "price": "$389.99", "quantity": ""},
{"title": "Samsonite Evolve SE Hardside Expandable Luggage with Spinners | Alpine Green | 2PC SET (Carry-on/Medium)", "asin": "B0BJ2VD445", "price": "$309.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-26T00:17:41.996Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-26T00:17:41.996Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-26T00:17:41.996Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 1242,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-26T00:16:36.415Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-26T00:17:00.120Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-26T00:17:10.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-26T00:17:37.034Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B01M217387\"},\n{\"title\": \"Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Purple, Carry-On 20-Inch\"},\n{\"price\": \"$110.49\"},\n{\"bullet_list\": \"20\\\" SPINNER LUGGAGE maximizes your packing power and meets most carry-on size restrictions for those traveling domestically and looking to stay light PACKING Dimensions: 19\\\" x 14.5\\\" x 9.5\\\", Overall Dimensions: 22\\\" x 15\\\" x 9.5\\\", Weight: 6.81 lbs. 10 YEAR LIMITED WARRANTY: Samsonite products are rigorously tested to ensure our products meet stringent standards. This bag comes with a 10-year warranty against defects in materials and workmanship. MICRO-DIAMOND POLYCARBONATE texture is extremely scratch-resistant, keeping cases beautiful trip after trip SIDE-MOUNTED TSA LOCKS act to deter theft, ensuring that only you or a TSA agent have easy access to your belongings when traveling FOUR, MULTI-DIRECTIONAL OVERSIZED SPINNER WHEELS for effortless mobility, re-engineered lightweight\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"Carry-On 20-Inch\"},\n{\"Color\": \"Purple\"}],\n\"promotion_items\": [{\"title\": \"Samsonite Freeform Hardside Expandable Luggage with Spinners | Pink Rose | 2PC SET (Carry-on/Large)\", \"asin\": \"B0BH6QTK4X\", \"price\": \"$489.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Centric 2 Hardside Expandable Luggage with Spinners | Snow White | 2PC SET (Carry-on/Medium)\", \"asin\": \"B0BJ2V7RJS\", \"price\": \"$459.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 3 DLX Hardside Luggage with Spinners, 2-Piece Set (20/25), Silver\", \"asin\": \"B09PY56YD3\", \"price\": \"$489.98\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Winfield 2 Hardside Expandable Luggage with Spinner Wheels, Artic Pink, 3-Piece Set (20/24/28)\", \"asin\": \"B0828CS94D\", \"price\": \"$41999\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Omni 2 Hardside Expandable Luggage with Spinner Wheels, 2-Piece Set (19/24), VITA OLIVE\", \"asin\": \"B0BH6P8LVW\", \"price\": \"$324.70\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Ascella X Softside Expandable Luggage with Spinners, Teal, 2PC SET (Carry-on/Medium)\", \"asin\": \"B09H7MNRCK\", \"price\": \"$389.99\", \"quantity\": \"\"},\n{\"title\": \"Samsonite Evolve SE Hardside Expandable Luggage with Spinners | Alpine Green | 2PC SET (Carry-on/Medium)\", \"asin\": \"B0BJ2VD445\", \"price\": \"$309.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-26T00:17:41.996Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"TODI 63\\\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android\", \"asin\": \"B0CJTL7Q3J\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Auto Face Tracking Tripod 360 Rotation,Phone Tripod for iPhone w/Fill Light,Selfie Stick for iPhone w/Remote Control,70\\u201d Phone Holder Video Recording for Content Creators TikTok(UTK-02)\", \"asin\": \"B0DCVZDL4F\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Eicaus 92\\u2019\\u2019 Tall Cell Phone Tripod Stand with 16.5\\u2019\\u2019 Flexible Gooseneck and Remote, Overhead Tripod with Adjustable 360\\u00b0Ball Head & Phone Holder for iPhone 15 Pro Max/Plus/14/13/12/11, Android\", \"asin\": \"B0CH8GMBN7\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Canal Toys So DIY TikTok Instagram YouTube Ring Light with Green Screen and Phone Mount Tripod. Studio Creator Influencer Video Creator Kit\", \"asin\": \"B088MH1HFB\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"74\\\"-Camera-Tripod, Gray Professional Aluminum Tripod Stand and Leg for Mirrorless Camera/DSLR/Cell Phone/Camcorder/GoPro, with Phone Holder and Travel Bag (Gunmetal Gray)\", \"asin\": \"B0CQP46NQG\", \"price\": \"$32.55\", \"quantity\": \"\"},\n{\"title\": \"73\\\" Camera Tripod and Monopod, Professional Aluminum Tripod Stand for Mirrorless Camera/DSLR/Cell Phone/Camcorder/GoPro, with Phone Holder and Travel Bag (Black)\", \"asin\": \"B0DK94QCVQ\", \"price\": \"$33.14\", \"quantity\": \"\"},\n{\"title\": \"73\\\" Camera Tripod Stand, Aluminum Tripod with Phone Holder, Travel Bag, Compatible with GoPro/DSLR/Cell Phone/Camcorder, Max Load 8.8LB (Black)\", \"asin\": \"B0DNSTBQRJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NEEWER 79\\\"/200cm Video Tripod, Heavy Duty Aluminum Alloy Camera Tripod Stand with 360\\u00b0 Fluid Drag Head, QR Plate Compatible with Canon Nikon Sony and Other DSLR Camera Camcorder, Load Up to 17.6lb/8kg\", \"asin\": \"B09VL46P6R\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Heavy Duty Light Stand 9.5 Feet/2.8 Meters Adjustable Spring Cushioned Metal Photography Tripod Stand for Photo Studio Speedlight, Ring Light, Photographic Equipments Thickening Flash Stand\", \"asin\": \"B08ZK492H8\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Fotopro 68 inch Camera Tripod Horizontal 360 Tripod Portable Monopod with Ball Head 16KG Load Capacity Quick Release Plate, for Travel and Work\", \"asin\": \"B0BXKDC9X1\"}],\n\"search_results\": [{\"title\": \"73\\\" Camera Tripod Stand, Aluminum Tripod with Phone Holder, Travel Bag, Compatible with GoPro/DSLR/Cell Phone/Camcorder, Max Load 8.8LB (Black)\", \"asin\": \"B0DNSTBQRJ\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 8 Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"74\\\"-Camera-Tripod, Gray Professional Aluminum Tripod Stand and Leg for Mirrorless Camera/DSLR/Cell Phone/Camcorder/GoPro, with Phone Holder and Travel Bag (Gunmetal Gray)\", \"asin\": \"B0CQP46NQG\", \"price\": \"$32.55\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics 50-inch Lightweight Portable Camera Mount Tripod Stand with Bag, for Travel Photography, Champagne\", \"asin\": \"B00XI87KV8\", \"price\": \"$16.79\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"TONEOF 67\\\" Cell Phone Selfie Stick Tripod,Smartphone Stand All-in-1 with Integrated Wireless Remote,Portable,Lightweight,Extendable for iPhone/Android(Black)\", \"asin\": \"B0D56PRG49\", \"price\": \"$23.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"73\\\" Camera Tripod and Monopod, Professional Aluminum Tripod Stand for Mirrorless Camera/DSLR/Cell Phone/Camcorder/GoPro, with Phone Holder and Travel Bag (Black)\", \"asin\": \"B0DK94QCVQ\", \"price\": \"$33.14\", \"delivery\": \"Prime members get FREE delivery Wed, Apr 9 Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"JOILCAN Tripod Camera Tripods, 74\\\" Tripod for Camera Phone Video Recording, Heavy Duty Camera Tripod Stand, Professional Travel DSLR Tripods Compatible with Canon iPhone, Max Load 15 LB\", \"asin\": \"B09NVBW6T5\", \"price\": \"$30.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"TODI 63\\\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android\", \"asin\": \"B0CJTL7Q3J\", \"price\": \"$16.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"74\\\"-Camera-Tripod, Gray Professional Aluminum Tripod Stand and Leg for Mirrorless Camera/DSLR/Cell Phone/Camcorder/GoPro, with Phone Holder and Travel Bag (Gunmetal Gray)\", \"asin\": \"B0CQP46NQG\", \"price\": \"$32.55\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"64\\u201d Tripod for Cell Phone & Camera, Phone Tripod with Remote and Phone Holder, Sturdy & Stable Height Adjustable Multi-Angle Shot Selfie Stick Tripod for Video Recording\", \"asin\": \"B0CMM89Y6Z\", \"price\": \"$20.89\", \"delivery\": \"Prime members get FREE delivery Tomorrow 10 AM - 3 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"Phone Tripod, 86\\\" Tall Tripod for iPhone with Flexible Gooseneck & Remote, Portable Aluminum Cellphone Stand for Selfies, Video Recording,Travel, Compatible with iPhone Android\", \"asin\": \"B0CJ579TLB\", \"price\": \"$22.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"Tripod for Camera, 72\\\" Tall Camera Tripod Monopod with Remote, Professional Heavy Duty Compact Camera Stand for Phone,DSLR, Spotting Scope, Telescope, Binocular\", \"asin\": \"B07JCG1BKY\", \"price\": \"$35.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12\"},\n{\"title\": \"UBeesize 72\\\" Phone Tripod & Selfie Stick, Camera Tripod Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B0CSFT8MQW\", \"price\": \"$22.49\", \"delivery\": \"Prime members get FREE delivery Tomorrow 10 AM - 3 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0D3KPGFPC\", \"price\": \"$17.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"Selfie Stick Travel Tripod for Cell Phone with Remote Control and Phone Holder, Extendable Selfie Stick for iPhone, iPhone Tripod for Video Recording, 50 Inch, Black\", \"asin\": \"B0DLNZSRNB\", \"price\": \"$9.98\", \"delivery\": \"Prime members get FREE delivery Tomorrow 10 AM - 3 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow 10 AM - 3 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"TODI 63\\\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android\", \"asin\": \"B0CJTL7Q3J\", \"price\": \"$16.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"Selfie Stick Tripod with Light, 45'' Selfie Stick with Wireless Remote, Portable Phone Tripod Compatible with iPhone 16/15 Pro Max/15/14 Pro/14/13, Samsung S22/ S23 Ultra/Android Smartphone\", \"asin\": \"B0C8J3XM8V\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"75\\\" Camera Tripod, Tripod for iPhone ipad, Aluminum Professional Heavy Duty Camera Tripod Stand with Wireless Remote/Carry Bag Compatible with DSLR/SLR/DV/GoPro (Black)\", \"asin\": \"B09DY2652X\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"K&F Concept 64 inch/163cm Camera Tripod,Lightweight Travel Outdoor DSLR Tripods with 360 Degree Ball Head Load Capacity 8kg/17.6lbs,Cellphone Clip for Smartphone Live Streaming Vlog K234A0+BH-28L\", \"asin\": \"B0B1HYVVTV\", \"price\": \"$49.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12\"},\n{\"title\": \"Victiv Tripod 74-Camera-Tripod for Cell Phone, Aluminum Professional Heavy Duty Camera Tripod Stand, Tripod for Camera DSLR SLR with Carry Bag, Compatible with Canon Nikon iPhone\", \"asin\": \"B09SNS2DF7\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:20:58.895Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:20:58.895Z
|
click_product
|
B09TQY66NH
|
rule
|
train
| 1,243 |
2025-04-07T18:20:58.895Z
|
click_product
|
B09TQY66NH
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"promotion_items": [{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "TODI 63\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android", "asin": "B0CJTL7Q3J", "price": "$16.98", "quantity": ""},
{"title": "Auto Face Tracking Tripod 360 Rotation,Phone Tripod for iPhone w/Fill Light,Selfie Stick for iPhone w/Remote Control,70\u201d Phone Holder Video Recording for Content Creators TikTok(UTK-02)", "asin": "B0DCVZDL4F", "price": "$59.99", "quantity": ""},
{"title": "Eicaus 92\u2019\u2019 Tall Cell Phone Tripod Stand with 16.5\u2019\u2019 Flexible Gooseneck and Remote, Overhead Tripod with Adjustable 360\u00b0Ball Head & Phone Holder for iPhone 15 Pro Max/Plus/14/13/12/11, Android", "asin": "B0CH8GMBN7", "price": "$32.99", "quantity": ""},
{"title": "Canal Toys So DIY TikTok Instagram YouTube Ring Light with Green Screen and Phone Mount Tripod. Studio Creator Influencer Video Creator Kit", "asin": "B088MH1HFB", "price": "$24.99", "quantity": ""},
{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "74\"-Camera-Tripod, Gray Professional Aluminum Tripod Stand and Leg for Mirrorless Camera/DSLR/Cell Phone/Camcorder/GoPro, with Phone Holder and Travel Bag (Gunmetal Gray)", "asin": "B0CQP46NQG", "price": "$32.55", "quantity": ""},
{"title": "73\" Camera Tripod and Monopod, Professional Aluminum Tripod Stand for Mirrorless Camera/DSLR/Cell Phone/Camcorder/GoPro, with Phone Holder and Travel Bag (Black)", "asin": "B0DK94QCVQ", "price": "$33.14", "quantity": ""},
{"title": "73\" Camera Tripod Stand, Aluminum Tripod with Phone Holder, Travel Bag, Compatible with GoPro/DSLR/Cell Phone/Camcorder, Max Load 8.8LB (Black)", "asin": "B0DNSTBQRJ", "price": "$29.99", "quantity": ""},
{"title": "NEEWER 79\"/200cm Video Tripod, Heavy Duty Aluminum Alloy Camera Tripod Stand with 360\u00b0 Fluid Drag Head, QR Plate Compatible with Canon Nikon Sony and Other DSLR Camera Camcorder, Load Up to 17.6lb/8kg", "asin": "B09VL46P6R", "price": "$109.99", "quantity": ""},
{"title": "Heavy Duty Light Stand 9.5 Feet/2.8 Meters Adjustable Spring Cushioned Metal Photography Tripod Stand for Photo Studio Speedlight, Ring Light, Photographic Equipments Thickening Flash Stand", "asin": "B08ZK492H8", "price": "$49.99", "quantity": ""}],
"ads": [{"title": "Fotopro 68 inch Camera Tripod Horizontal 360 Tripod Portable Monopod with Ball Head 16KG Load Capacity Quick Release Plate, for Travel and Work", "asin": "B0BXKDC9X1"}],
"search_results": [{"title": "73\" Camera Tripod Stand, Aluminum Tripod with Phone Holder, Travel Bag, Compatible with GoPro/DSLR/Cell Phone/Camcorder, Max Load 8.8LB (Black)", "asin": "B0DNSTBQRJ", "price": "$29.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 8 Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "74\"-Camera-Tripod, Gray Professional Aluminum Tripod Stand and Leg for Mirrorless Camera/DSLR/Cell Phone/Camcorder/GoPro, with Phone Holder and Travel Bag (Gunmetal Gray)", "asin": "B0CQP46NQG", "price": "$32.55", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics 50-inch Lightweight Portable Camera Mount Tripod Stand with Bag, for Travel Photography, Champagne", "asin": "B00XI87KV8", "price": "$16.79", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "TONEOF 67\" Cell Phone Selfie Stick Tripod,Smartphone Stand All-in-1 with Integrated Wireless Remote,Portable,Lightweight,Extendable for iPhone/Android(Black)", "asin": "B0D56PRG49", "price": "$23.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "73\" Camera Tripod and Monopod, Professional Aluminum Tripod Stand for Mirrorless Camera/DSLR/Cell Phone/Camcorder/GoPro, with Phone Holder and Travel Bag (Black)", "asin": "B0DK94QCVQ", "price": "$33.14", "delivery": "Prime members get FREE delivery Wed, Apr 9 Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "JOILCAN Tripod Camera Tripods, 74\" Tripod for Camera Phone Video Recording, Heavy Duty Camera Tripod Stand, Professional Travel DSLR Tripods Compatible with Canon iPhone, Max Load 15 LB", "asin": "B09NVBW6T5", "price": "$30.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "TODI 63\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android", "asin": "B0CJTL7Q3J", "price": "$16.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "74\"-Camera-Tripod, Gray Professional Aluminum Tripod Stand and Leg for Mirrorless Camera/DSLR/Cell Phone/Camcorder/GoPro, with Phone Holder and Travel Bag (Gunmetal Gray)", "asin": "B0CQP46NQG", "price": "$32.55", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "64\u201d Tripod for Cell Phone & Camera, Phone Tripod with Remote and Phone Holder, Sturdy & Stable Height Adjustable Multi-Angle Shot Selfie Stick Tripod for Video Recording", "asin": "B0CMM89Y6Z", "price": "$20.89", "delivery": "Prime members get FREE delivery Tomorrow 10 AM - 3 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "Phone Tripod, 86\" Tall Tripod for iPhone with Flexible Gooseneck & Remote, Portable Aluminum Cellphone Stand for Selfies, Video Recording,Travel, Compatible with iPhone Android", "asin": "B0CJ579TLB", "price": "$22.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "Tripod for Camera, 72\" Tall Camera Tripod Monopod with Remote, Professional Heavy Duty Compact Camera Stand for Phone,DSLR, Spotting Scope, Telescope, Binocular", "asin": "B07JCG1BKY", "price": "$35.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12"},
{"title": "UBeesize 72\" Phone Tripod & Selfie Stick, Camera Tripod Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B0CSFT8MQW", "price": "$22.49", "delivery": "Prime members get FREE delivery Tomorrow 10 AM - 3 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0D3KPGFPC", "price": "$17.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "Selfie Stick Travel Tripod for Cell Phone with Remote Control and Phone Holder, Extendable Selfie Stick for iPhone, iPhone Tripod for Video Recording, 50 Inch, Black", "asin": "B0DLNZSRNB", "price": "$9.98", "delivery": "Prime members get FREE delivery Tomorrow 10 AM - 3 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "delivery": "Prime members get FREE delivery Tomorrow 10 AM - 3 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "TODI 63\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android", "asin": "B0CJTL7Q3J", "price": "$16.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "Selfie Stick Tripod with Light, 45'' Selfie Stick with Wireless Remote, Portable Phone Tripod Compatible with iPhone 16/15 Pro Max/15/14 Pro/14/13, Samsung S22/ S23 Ultra/Android Smartphone", "asin": "B0C8J3XM8V", "price": "$16.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "75\" Camera Tripod, Tripod for iPhone ipad, Aluminum Professional Heavy Duty Camera Tripod Stand with Wireless Remote/Carry Bag Compatible with DSLR/SLR/DV/GoPro (Black)", "asin": "B09DY2652X", "price": "$29.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"},
{"title": "K&F Concept 64 inch/163cm Camera Tripod,Lightweight Travel Outdoor DSLR Tripods with 360 Degree Ball Head Load Capacity 8kg/17.6lbs,Cellphone Clip for Smartphone Live Streaming Vlog K234A0+BH-28L", "asin": "B0B1HYVVTV", "price": "$49.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12"},
{"title": "Victiv Tripod 74-Camera-Tripod for Cell Phone, Aluminum Professional Heavy Duty Camera Tripod Stand, Tripod for Camera DSLR SLR with Carry Bag, Compatible with Canon Nikon iPhone", "asin": "B09SNS2DF7", "price": "$29.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:20:58.895Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:20:58.895Z\",\"action\": \"click_product\",\"acion_argument\": \"B09TQY66NH\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:20:58.895Z\",\"action\": \"click_product\",\"acion_argument\": \"B09TQY66NH\",}</answer>",
"index": 1243,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"TODI 63\\\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android\", \"asin\": \"B0CJTL7Q3J\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Auto Face Tracking Tripod 360 Rotation,Phone Tripod for iPhone w/Fill Light,Selfie Stick for iPhone w/Remote Control,70\\u201d Phone Holder Video Recording for Content Creators TikTok(UTK-02)\", \"asin\": \"B0DCVZDL4F\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Eicaus 92\\u2019\\u2019 Tall Cell Phone Tripod Stand with 16.5\\u2019\\u2019 Flexible Gooseneck and Remote, Overhead Tripod with Adjustable 360\\u00b0Ball Head & Phone Holder for iPhone 15 Pro Max/Plus/14/13/12/11, Android\", \"asin\": \"B0CH8GMBN7\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Canal Toys So DIY TikTok Instagram YouTube Ring Light with Green Screen and Phone Mount Tripod. Studio Creator Influencer Video Creator Kit\", \"asin\": \"B088MH1HFB\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"74\\\"-Camera-Tripod, Gray Professional Aluminum Tripod Stand and Leg for Mirrorless Camera/DSLR/Cell Phone/Camcorder/GoPro, with Phone Holder and Travel Bag (Gunmetal Gray)\", \"asin\": \"B0CQP46NQG\", \"price\": \"$32.55\", \"quantity\": \"\"},\n{\"title\": \"73\\\" Camera Tripod and Monopod, Professional Aluminum Tripod Stand for Mirrorless Camera/DSLR/Cell Phone/Camcorder/GoPro, with Phone Holder and Travel Bag (Black)\", \"asin\": \"B0DK94QCVQ\", \"price\": \"$33.14\", \"quantity\": \"\"},\n{\"title\": \"73\\\" Camera Tripod Stand, Aluminum Tripod with Phone Holder, Travel Bag, Compatible with GoPro/DSLR/Cell Phone/Camcorder, Max Load 8.8LB (Black)\", \"asin\": \"B0DNSTBQRJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NEEWER 79\\\"/200cm Video Tripod, Heavy Duty Aluminum Alloy Camera Tripod Stand with 360\\u00b0 Fluid Drag Head, QR Plate Compatible with Canon Nikon Sony and Other DSLR Camera Camcorder, Load Up to 17.6lb/8kg\", \"asin\": \"B09VL46P6R\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Heavy Duty Light Stand 9.5 Feet/2.8 Meters Adjustable Spring Cushioned Metal Photography Tripod Stand for Photo Studio Speedlight, Ring Light, Photographic Equipments Thickening Flash Stand\", \"asin\": \"B08ZK492H8\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Fotopro 68 inch Camera Tripod Horizontal 360 Tripod Portable Monopod with Ball Head 16KG Load Capacity Quick Release Plate, for Travel and Work\", \"asin\": \"B0BXKDC9X1\"}],\n\"search_results\": [{\"title\": \"73\\\" Camera Tripod Stand, Aluminum Tripod with Phone Holder, Travel Bag, Compatible with GoPro/DSLR/Cell Phone/Camcorder, Max Load 8.8LB (Black)\", \"asin\": \"B0DNSTBQRJ\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 8 Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"74\\\"-Camera-Tripod, Gray Professional Aluminum Tripod Stand and Leg for Mirrorless Camera/DSLR/Cell Phone/Camcorder/GoPro, with Phone Holder and Travel Bag (Gunmetal Gray)\", \"asin\": \"B0CQP46NQG\", \"price\": \"$32.55\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics 50-inch Lightweight Portable Camera Mount Tripod Stand with Bag, for Travel Photography, Champagne\", \"asin\": \"B00XI87KV8\", \"price\": \"$16.79\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"TONEOF 67\\\" Cell Phone Selfie Stick Tripod,Smartphone Stand All-in-1 with Integrated Wireless Remote,Portable,Lightweight,Extendable for iPhone/Android(Black)\", \"asin\": \"B0D56PRG49\", \"price\": \"$23.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"73\\\" Camera Tripod and Monopod, Professional Aluminum Tripod Stand for Mirrorless Camera/DSLR/Cell Phone/Camcorder/GoPro, with Phone Holder and Travel Bag (Black)\", \"asin\": \"B0DK94QCVQ\", \"price\": \"$33.14\", \"delivery\": \"Prime members get FREE delivery Wed, Apr 9 Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"JOILCAN Tripod Camera Tripods, 74\\\" Tripod for Camera Phone Video Recording, Heavy Duty Camera Tripod Stand, Professional Travel DSLR Tripods Compatible with Canon iPhone, Max Load 15 LB\", \"asin\": \"B09NVBW6T5\", \"price\": \"$30.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"TODI 63\\\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android\", \"asin\": \"B0CJTL7Q3J\", \"price\": \"$16.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"74\\\"-Camera-Tripod, Gray Professional Aluminum Tripod Stand and Leg for Mirrorless Camera/DSLR/Cell Phone/Camcorder/GoPro, with Phone Holder and Travel Bag (Gunmetal Gray)\", \"asin\": \"B0CQP46NQG\", \"price\": \"$32.55\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"64\\u201d Tripod for Cell Phone & Camera, Phone Tripod with Remote and Phone Holder, Sturdy & Stable Height Adjustable Multi-Angle Shot Selfie Stick Tripod for Video Recording\", \"asin\": \"B0CMM89Y6Z\", \"price\": \"$20.89\", \"delivery\": \"Prime members get FREE delivery Tomorrow 10 AM - 3 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"Phone Tripod, 86\\\" Tall Tripod for iPhone with Flexible Gooseneck & Remote, Portable Aluminum Cellphone Stand for Selfies, Video Recording,Travel, Compatible with iPhone Android\", \"asin\": \"B0CJ579TLB\", \"price\": \"$22.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"Tripod for Camera, 72\\\" Tall Camera Tripod Monopod with Remote, Professional Heavy Duty Compact Camera Stand for Phone,DSLR, Spotting Scope, Telescope, Binocular\", \"asin\": \"B07JCG1BKY\", \"price\": \"$35.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12\"},\n{\"title\": \"UBeesize 72\\\" Phone Tripod & Selfie Stick, Camera Tripod Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B0CSFT8MQW\", \"price\": \"$22.49\", \"delivery\": \"Prime members get FREE delivery Tomorrow 10 AM - 3 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0D3KPGFPC\", \"price\": \"$17.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"Selfie Stick Travel Tripod for Cell Phone with Remote Control and Phone Holder, Extendable Selfie Stick for iPhone, iPhone Tripod for Video Recording, 50 Inch, Black\", \"asin\": \"B0DLNZSRNB\", \"price\": \"$9.98\", \"delivery\": \"Prime members get FREE delivery Tomorrow 10 AM - 3 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow 10 AM - 3 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"TODI 63\\\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android\", \"asin\": \"B0CJTL7Q3J\", \"price\": \"$16.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"Selfie Stick Tripod with Light, 45'' Selfie Stick with Wireless Remote, Portable Phone Tripod Compatible with iPhone 16/15 Pro Max/15/14 Pro/14/13, Samsung S22/ S23 Ultra/Android Smartphone\", \"asin\": \"B0C8J3XM8V\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"75\\\" Camera Tripod, Tripod for iPhone ipad, Aluminum Professional Heavy Duty Camera Tripod Stand with Wireless Remote/Carry Bag Compatible with DSLR/SLR/DV/GoPro (Black)\", \"asin\": \"B09DY2652X\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"},\n{\"title\": \"K&F Concept 64 inch/163cm Camera Tripod,Lightweight Travel Outdoor DSLR Tripods with 360 Degree Ball Head Load Capacity 8kg/17.6lbs,Cellphone Clip for Smartphone Live Streaming Vlog K234A0+BH-28L\", \"asin\": \"B0B1HYVVTV\", \"price\": \"$49.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12\"},\n{\"title\": \"Victiv Tripod 74-Camera-Tripod for Cell Phone, Aluminum Professional Heavy Duty Camera Tripod Stand, Tripod for Camera DSLR SLR with Carry Bag, Compatible with Canon Nikon iPhone\", \"asin\": \"B09SNS2DF7\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Sat, Apr 12 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:20:58.895Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:07.489Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:21:07.489Z
|
click
|
review
|
rule
|
train
| 1,244 |
2025-04-07T18:21:07.489Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:21:07.489Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:21:07.489Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:21:07.489Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1244,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:07.489Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:09.874Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:21:09.874Z
|
click
|
review
|
rule
|
train
| 1,245 |
2025-04-07T18:21:09.874Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:21:09.874Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:21:09.874Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:21:09.874Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1245,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:09.874Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:11.554Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:21:11.554Z
|
click
|
review
|
rule
|
train
| 1,246 |
2025-04-07T18:21:11.554Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:21:11.554Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:21:11.554Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:21:11.554Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1246,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:11.554Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:20.876Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:21:20.876Z
|
click
|
review
|
rule
|
train
| 1,247 |
2025-04-07T18:21:20.876Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:21:20.876Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:21:20.876Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:21:20.876Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1247,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:20.876Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:23.221Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:21:23.221Z
|
click
|
review
|
rule
|
train
| 1,248 |
2025-04-07T18:21:23.221Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:21:23.221Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:21:23.221Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:21:23.221Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1248,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:23.221Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:26.657Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:21:26.657Z
|
click
|
review
|
rule
|
train
| 1,249 |
2025-04-07T18:21:26.657Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:21:26.657Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:21:26.657Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:21:26.657Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1249,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:26.657Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:28.786Z\", // 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
|
2025-04-07T18:21:28.786Z
|
click
|
review
|
rule
|
train
| 1,250 |
2025-04-07T18:21:28.786Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:21:28.786Z", // 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\": \"2025-04-07T18:21:28.786Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:21:28.786Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1250,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:28.786Z\", // 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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:33.343Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:21:33.343Z
|
click
|
review
|
rule
|
train
| 1,251 |
2025-04-07T18:21:33.343Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:21:33.343Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:21:33.343Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:21:33.343Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1251,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:33.343Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:34.956Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:21:34.956Z
|
click
|
review
|
rule
|
train
| 1,252 |
2025-04-07T18:21:34.956Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:21:34.956Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:21:34.956Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:21:34.956Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1252,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:34.956Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:37.571Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:21:37.571Z
|
click
|
review
|
rule
|
train
| 1,253 |
2025-04-07T18:21:37.571Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:21:37.571Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:21:37.571Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:21:37.571Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1253,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:37.571Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:40.721Z\", // 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
|
2025-04-07T18:21:40.721Z
|
click
|
review
|
rule
|
train
| 1,254 |
2025-04-07T18:21:40.721Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:21:40.721Z", // 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\": \"2025-04-07T18:21:40.721Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:21:40.721Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1254,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:21:40.721Z\", // 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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:22:00.904Z\", // 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
|
2025-04-07T18:22:00.904Z
|
click
|
review
|
rule
|
train
| 1,255 |
2025-04-07T18:22:00.904Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:22:00.904Z", // 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\": \"2025-04-07T18:22:00.904Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:22:00.904Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1255,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:22:00.904Z\", // 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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:22:05.849Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:22:05.849Z
|
click
|
review
|
rule
|
train
| 1,256 |
2025-04-07T18:22:05.849Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:22:05.849Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:22:05.849Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:22:05.849Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1256,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:22:05.849Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:23:11.128Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:23:11.128Z
|
click
|
review
|
rule
|
train
| 1,257 |
2025-04-07T18:23:11.128Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:23:11.128Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:23:11.128Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:23:11.128Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1257,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:23:11.128Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:23:22.832Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:23:22.832Z
|
click
|
review
|
rule
|
train
| 1,258 |
2025-04-07T18:23:22.832Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:23:22.832Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:23:22.832Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:23:22.832Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1258,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:23:22.832Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:23:23.064Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:23:23.064Z
|
click
|
review
|
rule
|
train
| 1,259 |
2025-04-07T18:23:23.064Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:23:23.064Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:23:23.064Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:23:23.064Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1259,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:23:23.064Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:23:37.777Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:23:37.777Z
|
click
|
review
|
rule
|
train
| 1,260 |
2025-04-07T18:23:37.777Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:23:37.777Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:23:37.777Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:23:37.777Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1260,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:23:37.777Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"MAYBESTA Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube\", \"asin\": \"54f15822\", \"price\": \"$14.34\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Mini Mic Pro (Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR\", \"asin\": \"/promo/A2CXYSJCLIBCCF\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0D3KPGFPC\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Magnetic Selfie Light, LED Fill Light Compatible with Magsafe, iPhone, Android, iPad, Laptop, for Selfies/Photography/TikTok/Zoom Calls/Video Conference\", \"asin\": \"B0CHS2Y23C\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"KUKIHO 2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok\", \"asin\": \"B0DDCHN5WW\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:23:51.588Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:23:51.588Z
|
click
|
review
|
rule
|
train
| 1,261 |
2025-04-07T18:23:51.588Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""},
{"title": "MAYBESTA Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube", "asin": "54f15822", "price": "$14.34", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Mini Mic Pro (Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR", "asin": "/promo/A2CXYSJCLIBCCF", "price": "$22.99", "quantity": ""},
{"title": "71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0D3KPGFPC", "price": "$17.99", "quantity": ""},
{"title": "Sensyne Magnetic Selfie Light, LED Fill Light Compatible with Magsafe, iPhone, Android, iPad, Laptop, for Selfies/Photography/TikTok/Zoom Calls/Video Conference", "asin": "B0CHS2Y23C", "price": "$11.99", "quantity": ""},
{"title": "KUKIHO 2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok", "asin": "B0DDCHN5WW", "price": "$17.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:23:51.588Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:23:51.588Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:23:51.588Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1261,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"MAYBESTA Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube\", \"asin\": \"54f15822\", \"price\": \"$14.34\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Mini Mic Pro (Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR\", \"asin\": \"/promo/A2CXYSJCLIBCCF\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0D3KPGFPC\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Magnetic Selfie Light, LED Fill Light Compatible with Magsafe, iPhone, Android, iPad, Laptop, for Selfies/Photography/TikTok/Zoom Calls/Video Conference\", \"asin\": \"B0CHS2Y23C\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"KUKIHO 2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok\", \"asin\": \"B0DDCHN5WW\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:23:51.588Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"MAYBESTA Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube\", \"asin\": \"54f15822\", \"price\": \"$14.34\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Mini Mic Pro (Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR\", \"asin\": \"/promo/A2CXYSJCLIBCCF\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0D3KPGFPC\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Magnetic Selfie Light, LED Fill Light Compatible with Magsafe, iPhone, Android, iPad, Laptop, for Selfies/Photography/TikTok/Zoom Calls/Video Conference\", \"asin\": \"B0CHS2Y23C\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"KUKIHO 2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok\", \"asin\": \"B0DDCHN5WW\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:24:03.015Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:24:03.015Z
|
click
|
review
|
rule
|
train
| 1,262 |
2025-04-07T18:24:03.015Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "B0BD7VTXN3", "price": "$19.99", "quantity": ""},
{"title": "UBeesize 88\u2019\u2019 Flexible Phone Tripod with 14.95\u2019\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black", "asin": "B0CSFW56YF", "price": "$24.29", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0DPW1R5X3", "price": "$25.99", "quantity": ""},
{"title": "MAYBESTA Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube", "asin": "54f15822", "price": "$14.34", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Mini Mic Pro (Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR", "asin": "/promo/A2CXYSJCLIBCCF", "price": "$22.99", "quantity": ""},
{"title": "71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0D3KPGFPC", "price": "$17.99", "quantity": ""},
{"title": "Sensyne Magnetic Selfie Light, LED Fill Light Compatible with Magsafe, iPhone, Android, iPad, Laptop, for Selfies/Photography/TikTok/Zoom Calls/Video Conference", "asin": "B0CHS2Y23C", "price": "$11.99", "quantity": ""},
{"title": "KUKIHO 2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok", "asin": "B0DDCHN5WW", "price": "$17.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:24:03.015Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:24:03.015Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:24:03.015Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1262,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"B0BD7VTXN3\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 88\\u2019\\u2019 Flexible Phone Tripod with 14.95\\u2019\\u2019 Gooseneck, Remote and Phone Holder, Overhead Cell Phone Stand\\uff06Selfie Stick for Video Recording, Compatible with iPhone Android Phone, Camera Black\", \"asin\": \"B0CSFW56YF\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"86'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0DPW1R5X3\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"MAYBESTA Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube\", \"asin\": \"54f15822\", \"price\": \"$14.34\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Mini Mic Pro (Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR\", \"asin\": \"/promo/A2CXYSJCLIBCCF\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0D3KPGFPC\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Magnetic Selfie Light, LED Fill Light Compatible with Magsafe, iPhone, Android, iPad, Laptop, for Selfies/Photography/TikTok/Zoom Calls/Video Conference\", \"asin\": \"B0CHS2Y23C\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"KUKIHO 2 Pack Wireless Lavalier Microphone for iPhone iPad and Android Phone, Lapel Mic Plug and Play Wireless Mic Noise Reduction Microphone for Video Recording Interview Podcast Vlog YouTube Tiktok\", \"asin\": \"B0DDCHN5WW\", \"price\": \"$17.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:24:03.015Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MAYBESTA Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube\", \"asin\": \"54f15822\", \"price\": \"$14.34\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Mini Mic Pro (Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR\", \"asin\": \"/promo/A2CXYSJCLIBCCF\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0D3KPGFPC\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Magnetic Selfie Light, LED Fill Light Compatible with Magsafe, iPhone, Android, iPad, Laptop, for Selfies/Photography/TikTok/Zoom Calls/Video Conference\", \"asin\": \"B0CHS2Y23C\", \"price\": \"$11.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:28:34.381Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:28:34.381Z
|
click
|
review
|
rule
|
train
| 1,263 |
2025-04-07T18:28:34.381Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "MAYBESTA Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube", "asin": "54f15822", "price": "$14.34", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Mini Mic Pro (Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR", "asin": "/promo/A2CXYSJCLIBCCF", "price": "$22.99", "quantity": ""},
{"title": "71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0D3KPGFPC", "price": "$17.99", "quantity": ""},
{"title": "Sensyne Magnetic Selfie Light, LED Fill Light Compatible with Magsafe, iPhone, Android, iPad, Laptop, for Selfies/Photography/TikTok/Zoom Calls/Video Conference", "asin": "B0CHS2Y23C", "price": "$11.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:28:34.381Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:28:34.381Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:28:34.381Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1263,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MAYBESTA Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube\", \"asin\": \"54f15822\", \"price\": \"$14.34\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Mini Mic Pro (Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR\", \"asin\": \"/promo/A2CXYSJCLIBCCF\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0D3KPGFPC\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Magnetic Selfie Light, LED Fill Light Compatible with Magsafe, iPhone, Android, iPad, Laptop, for Selfies/Photography/TikTok/Zoom Calls/Video Conference\", \"asin\": \"B0CHS2Y23C\", \"price\": \"$11.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:28:34.381Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MAYBESTA Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube\", \"asin\": \"54f15822\", \"price\": \"$14.34\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Mini Mic Pro (Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR\", \"asin\": \"/promo/A2CXYSJCLIBCCF\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0D3KPGFPC\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Magnetic Selfie Light, LED Fill Light Compatible with Magsafe, iPhone, Android, iPad, Laptop, for Selfies/Photography/TikTok/Zoom Calls/Video Conference\", \"asin\": \"B0CHS2Y23C\", \"price\": \"$11.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:28:55.536Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:28:55.536Z
|
purchase
|
B09TQY66NH
|
rule
|
train
| 1,264 |
2025-04-07T18:28:55.536Z
|
purchase
|
B09TQY66NH
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "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": "tripod"}],
"cart_items": [{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"product_details": [{"asin": "B09TQY66NH"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera"},
{"price": "$19.99"},
{"bullet_list": "Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\" to 5.7\". With a universal 1/4\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "62-inch"},
{"Color": "Black"}],
"promotion_items": [{"title": "Sensyne 72\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black", "asin": "B0CNGHR7PK", "price": "$22.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "B075WQYN3B", "price": "$16.14", "quantity": ""},
{"title": "71\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\uff06Camera, Tripod Stand ...", "asin": "B0DS24YLFM", "price": "$39.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "B09WHLXN6N", "price": "$11.99", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "/promo/A2LBFL8S3QMJ8E", "price": "$19.99", "quantity": ""},
{"title": "Jishane 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras", "asin": "B0D6QS16V5", "price": "$17.99", "quantity": ""},
{"title": "Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro", "asin": "B0CTZGJCJJ", "price": "$19.99", "quantity": ""},
{"title": "Alimu 70\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera", "asin": "B0D3LLK1YP", "price": "$10.99", "quantity": ""},
{"title": "72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android", "asin": "B0DJSNY5Q2", "price": "$29.99", "quantity": ""},
{"title": "MAYBESTA Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube", "asin": "54f15822", "price": "$14.34", "quantity": ""},
{"title": "EUCOS 62\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android", "asin": "B09XHZ8F7F", "price": "$22.99", "quantity": ""},
{"title": "Mini Mic Pro (Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR", "asin": "/promo/A2CXYSJCLIBCCF", "price": "$22.99", "quantity": ""},
{"title": "71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "B0D3KPGFPC", "price": "$17.99", "quantity": ""},
{"title": "Sensyne Magnetic Selfie Light, LED Fill Light Compatible with Magsafe, iPhone, Android, iPad, Laptop, for Selfies/Photography/TikTok/Zoom Calls/Video Conference", "asin": "B0CHS2Y23C", "price": "$11.99", "quantity": ""}],
"comparison_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99"},
{"title": "SENSYNE 72\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink", "asin": "B0CX8V159J", "price": "$39.99"},
{"title": "UBeesize 62\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black", "asin": "B07NWC3L95", "price": "$19.07"},
{"title": "Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo", "asin": "B0CQ544V5T", "price": "$15.80"},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "B0C6KDQQMD", "price": "$19.99"},
{"title": "Kaiess 62\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android", "asin": "B09X1K5WW9", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:28:55.536Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:28:55.536Z\",\"action\": \"purchase\",\"acion_argument\": \"B09TQY66NH\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:28:55.536Z\",\"action\": \"purchase\",\"acion_argument\": \"B09TQY66NH\",}</answer>",
"index": 1264,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"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\": \"tripod\"}],\n\"cart_items\": [{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09TQY66NH\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Versatile 62'' Phone Tripod: Sensyne's updated tripod combines the function of phone stand with a selfie stick. Perfect for taking selfies, Photographers, Youtube, vlogging, live streaming and Family Gathering Adjustable Height and Perfect Angle: With the maximum height of 62inches, it can meet the demands for varied photography heights. 360 degrees rotation gives you flexibility for best viewing angle. Vertically or horizontally Wide Compatibility: The universal phone holder is compatible with all cellphone between 2.8\\\" to 5.7\\\". With a universal 1/4\\\" screw mount is applicable for most digital cameras, action camera, webcam and camcorder What You Get: 1X Phone Stick Tripod; 1X Universal Phone Holder; 1X Adapter; 1X Wireless Remote Shutter. We will provide professional after-sales for 12 months. Please contact us anytime if any question\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"62-inch\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"Sensyne 72\\\" Extendable Tripod for iPhone & Selfie Stick with Detachable Phone Holder & Wireless Remote, Compatible with All Cell Phones, Black\", \"asin\": \"B0CNGHR7PK\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"B075WQYN3B\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod, NT79 Extendable Selfie Stick for Cell Phone\\uff06Camera, Tripod Stand ...\", \"asin\": \"B0DS24YLFM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"B09WHLXN6N\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"/promo/A2LBFL8S3QMJ8E\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jishane 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with All Phones, Cameras\", \"asin\": \"B0D6QS16V5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Huryfox Selfie Stick Phone Tripod - 71 inch Tall Cell Phone Holder with Detachable Wireless Remote, Phone Stand for Recording, Video and Picture, Compatible with iPhone, Android Phone, Camera & Gopro\", \"asin\": \"B0CTZGJCJJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alimu 70\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder for Video Recording Filming, Compatible with iPhone Android Cellphone, Camera\", \"asin\": \"B0D3LLK1YP\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Stand with Detachable Remote & Phone Holder, Aluminum Tripod Compatible with iPhone Android\", \"asin\": \"B0DJSNY5Q2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MAYBESTA Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube\", \"asin\": \"54f15822\", \"price\": \"$14.34\", \"quantity\": \"\"},\n{\"title\": \"EUCOS 62\\\" Phone Tripod, Tripod for iPhone & Selfie Stick Tripod with Remote, Extendable Phone Tripod Stand & Travel Tripod, Solidest Cell Phone Tripod Compatible with iPhone/Android\", \"asin\": \"B09XHZ8F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Mini Mic Pro (Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR\", \"asin\": \"/promo/A2CXYSJCLIBCCF\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"B0D3KPGFPC\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Magnetic Selfie Light, LED Fill Light Compatible with Magsafe, iPhone, Android, iPad, Laptop, for Selfies/Photography/TikTok/Zoom Calls/Video Conference\", \"asin\": \"B0CHS2Y23C\", \"price\": \"$11.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\"},\n{\"title\": \"SENSYNE 72\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera, Pink\", \"asin\": \"B0CX8V159J\", \"price\": \"$39.99\"},\n{\"title\": \"UBeesize 62\\\" Phone Tripod & Selfie Stick, Camera Tripods Stand with Wireless Remote and Phone Holder,Compatible with iPhone Android Phone, Perfect for Selfies/Video Recording/Live Streaming Black\", \"asin\": \"B07NWC3L95\", \"price\": \"$19.07\"},\n{\"title\": \"Tianle Selfie Stick, 67 Inch Phone Tripod Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder Compatible with iPhone Android Phone for Selfie, Video Recording, Photo\", \"asin\": \"B0CQ544V5T\", \"price\": \"$15.80\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"B0C6KDQQMD\", \"price\": \"$19.99\"},\n{\"title\": \"Kaiess 62\\\" Tripod for iPhone, Selfie Stick Tripod & Phone Tripod Stand with Remote, Cell Phone Tripod for iPhone, Extendable Travel Tripod Compatible with iPhone 15/14/13 Pro Max/Android\", \"asin\": \"B09X1K5WW9\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:28:55.536Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Fuloview 60'' Selfie Stick Tripod,Tripod for iPhone Wireless Remote for Selfies,Group Photograph,Video Recording. Phone Stand Compatible with iPhone Android Phone,Camera\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SelfieShow Selfie Stick, Extendable Selfie Stick Tripod with Wireless Remote and Tripod Stand, Portable, Lightweight, Compatible with iPhone 15 14 13 12 Pro Xs Max X 8Plus, Samsung Smartphone and More\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TODI 63\\\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"62\\\" Phone Tripod - MIIASI Extendable Tripod for iPhone and Selfie Stick Tripod with Remote, 360\\u00b0 Ball Head Upgraded Cell Phone Tripod for Video Recording, iPhone 14/13/12 Pro Max/Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Aureday Phone Tripod, Flexible Tripod for iPhone and Android Cell Phone, Portable Small Tripod with Wireless Remote and Clip for Video Recording/Vlogging/Selfie Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 64\\\" Camera Tripod Stand, Versatile Phone & iPad Tripod with Wireless Remote and 2-in-1 Phone Holder for Selfie/Video Recording/Photo/Live Stream/Vlog\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fuloview 67\\u2018\\u2019 Selfie Stick Tripod, Phone Tripod with Wireless Remote Control, Portable Selfie Stick for Photograph, Live Streaming, Video Recording, Compatible with All Cell Phones, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"62\\\" Phone Tripod & Selfie Stick, Tripod for iPhone with Remote, Portable, Lightweight Travel Tripod for Selfies Video Recording Vlog, Extendable iPhone Tripod Stand Compatible with iPhone Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pnitri 71'' Phone Tripod Stand, Extendable Reinforced Aluminum Phone Stand with Wireless Remote, Stable Cellphone Tripod Compatible with iPhone 15/14/13 Galaxy S23/S22 Huawei.\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Blue, Pack of 14\", \"asin\": \"\", \"price\": \"$17.22\", \"quantity\": \"\"},\n{\"title\": \"PILOT Razor Point Fine Line Marker Pens, Ultra-Fine Point (0.3mm) Blue Ink, 12-Pack (11004)\", \"asin\": \"\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Stick Rolling Ball Pens, Extra Fine Point, Blue Ink, Pack Of 6\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pilot G2 Retractable Premium Gel Ink Roller Ball Pens Fine Pt, Navy Blue, Pack Of 6\", \"asin\": \"\", \"price\": \"$9.74\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V7 Stick Rolling Ball Pens, Fine Point, Blue Ink, 6 Pack\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Stick Liquid Ink Rolling Ball Stick Pens, Extra Fine Point (0.5mm) Black Ink, 9-Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Roller Ball Stick Pens, 0.5mm, Extra Fine, Green Ink, 6-Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V7 Stick Liquid Ink Rolling Ball Stick Pens, Fine Point, Assorted Ink, 8-Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot - Set of 4 V5 Liquid Ink Rollerball 0.5mm - Black, Blue, Red, Green - Fine Tip\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Deco Premium Rolling Ball Pen Extra Fine, 0.5mm, Assorted 5 pk (12565)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V5 Rolling Ball Pen Extra Fine Point - 0.5mm - Bulk 10 Pack of 5 Black and 5 Blue Liquid Ink Rollerball Pens\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"EYEYE Blue Pens 0.5mm Liquid Ink Rollerball Pen, 25 Pack Extra Fine Point Quick Dry, Blue Ink Pens Fine Point Smooth Writing Pen for Journaling, Note Taking, Office, School Supplies\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V7 Rolling Ball Stick Pen with Liquid Ink, 0.7mm Fine Point, Harmony Color Collection, 6 Pack (Lilac)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Shuttle Art RollerBall Pens, 25 Pack Blue Fine Point Roller Ball Pens, 0.5mm Liquid Ink Pens for Writing Journaling Taking Notes School Office\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 608 V5 Casual Comfort Cross Trainer\", \"asin\": \"\", \"price\": \"$33.44\", \"quantity\": \"\"},\n{\"title\": \"Skechers Men's Vigor 2.0 Trait Memory Foam Sneaker\", \"asin\": \"\", \"price\": \"$104.99\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 577 V1 Lace-Up Shoe\", \"asin\": \"\", \"price\": \"$62.97\", \"quantity\": \"\"},\n{\"title\": \"Skechers Men's Energy Afterburn Lace-Up Sneaker\", \"asin\": \"\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Ultra 7 DMX Max Walking Sneakers for Men Shoe, Black/Grey/Royal, 10.5\", \"asin\": \"\", \"price\": \"$42.23\", \"quantity\": \"\"},\n{\"title\": \"Fila Men's Memory Workshift-m Shoes\", \"asin\": \"\", \"price\": \"$44.38\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 877 V1 Walking Shoe\", \"asin\": \"\", \"price\": \"$78.84\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's Fresh Foam 510 V6 Trail Running Shoe\", \"asin\": \"\", \"price\": \"$44.07\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 410 V8 Trail Running Shoe\", \"asin\": \"\", \"price\": \"$47.94\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's Slip Resistant 626 V2 Industrial Shoe\", \"asin\": \"\", \"price\": \"$66.54\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 411 V1 Training Shoe\", \"asin\": \"\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 460 V4 Running Shoe\", \"asin\": \"\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Under Armour Men's Charged Assert 9 Running Shoe\", \"asin\": \"\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"FitVille Extra Wide Walking Shoes for Men Wide Width Sneakers for Flat Feet Arch Fit Heel Pain Relief - Rebound Core\", \"asin\": \"\", \"price\": \"$69.85\", \"quantity\": \"\"},\n{\"title\": \"Magic Bullet Blender, Small, Silver, 11 Piece Set\", \"asin\": \"\", \"price\": \"$39.88\", \"quantity\": \"\"},\n{\"title\": \"magic bullet Combo Blender, 48oz Pitcher, Blending Cup, Simple Speed Dial \\u2013 MBF50200\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Fit Compact Personal Blender, Portable Blender for-Smoothies, Shakes, Food Prep, and Frozen Blending, 700-Watt Base, (2) 16-oz. Cups and Spout Lids, Black QB3001SS\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"nutribullet Personal Blender for Shakes, Smoothies, Food Prep, and Frozen Blending, 24 Ounces, 600 Watt, Gray, (NBR-0601)\", \"asin\": \"\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"nutribullet Pro 900 Watt Personal Blender - 13-Piece High-Speed Blender/Mixer System, Champagne\", \"asin\": \"\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"TOPZEE Personal Smoothie Blender - 1000W Single Serve Smoothie Maker with 24oz Portable Travel Cups, Ideal for Protein Shakes, Frozen Drinks, and Kitchen Use\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ganiza Smoothie Blender, Blender for Shakes and Smoothies, 15-Piece Personal Blender and Grinder Combo for Kitchen, Smoothies Maker with 4 BPA-Free Portable Blender Cup, Nutritious Recipe, MAX 900W\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Magic Bullet Blender Cups Tall 22oz Cup with Flip Top To-Go Lid Replacement Part Cup Mug with Handle Compatible with 250w MB1001 Magic Bullet Mugs & Cups Blender Milk Juicer Mixer Accessories\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"1200W Smoothie Blender, Abuler Personal Blender for Shakes and Smoothies, 13 Pieces with 22 OZ To-Go Cup Portable Blenderfor Kitchen Smoothie Ice Protein Frozen Juices Drink, Spices, BPA Free\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Beach Power Elite Wave Action Blender For Smoothies, 40 Oz Glass Jar, 12 Functions Including Puree, Crush Ice, Black, 700 Watts, Black (58148A)\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"5-piece Magic Bullet Blender Cups, Tall 22oz Cup with Flip-Top To-Go Lid, Cross Blade, Blender Replacement Parts, Mug with Handle Compatible with Magic Bullet 250w MB1001\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"nutribullet\\u00ae Pro+ 1200 Watt Personal Blender with Pulse Function SKU \\u2013 Matte Black\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Blast Max, Portable Blender + Twist & Go, Personal Blender, Ninja Blender, Smoothie, Blend, Ice Crush, 3 Programs, Cordless, 22 oz removable Vessel, Dishwasher Safe, Leakproof, Grey, BC251GY\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ganiza Blender for Smoothies, 14Pcs Personal Blender for Shake and Smoothies for Kitchen with 3 Portable Blender Cups (1x24oz & 2X17oz), Single Serve Smoothie Maker, Nutritious Recipe Smoothie Blender\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:29:17.580Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:29:17.580Z
|
click
|
page_related
|
rule
|
train
| 1,265 |
2025-04-07T18:29:17.580Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
<|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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"},
{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"promotion_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Fuloview 60'' Selfie Stick Tripod,Tripod for iPhone Wireless Remote for Selfies,Group Photograph,Video Recording. Phone Stand Compatible with iPhone Android Phone,Camera", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "SelfieShow Selfie Stick, Extendable Selfie Stick Tripod with Wireless Remote and Tripod Stand, Portable, Lightweight, Compatible with iPhone 15 14 13 12 Pro Xs Max X 8Plus, Samsung Smartphone and More", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "", "price": "", "quantity": ""},
{"title": "TODI 63\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android", "asin": "", "price": "", "quantity": ""},
{"title": "62\" Phone Tripod - MIIASI Extendable Tripod for iPhone and Selfie Stick Tripod with Remote, 360\u00b0 Ball Head Upgraded Cell Phone Tripod for Video Recording, iPhone 14/13/12 Pro Max/Android", "asin": "", "price": "", "quantity": ""},
{"title": "Aureday Phone Tripod, Flexible Tripod for iPhone and Android Cell Phone, Portable Small Tripod with Wireless Remote and Clip for Video Recording/Vlogging/Selfie Black", "asin": "", "price": "", "quantity": ""},
{"title": "Sensyne 64\" Camera Tripod Stand, Versatile Phone & iPad Tripod with Wireless Remote and 2-in-1 Phone Holder for Selfie/Video Recording/Photo/Live Stream/Vlog", "asin": "", "price": "", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "", "price": "", "quantity": ""},
{"title": "Fuloview 67\u2018\u2019 Selfie Stick Tripod, Phone Tripod with Wireless Remote Control, Portable Selfie Stick for Photograph, Live Streaming, Video Recording, Compatible with All Cell Phones, Black", "asin": "", "price": "", "quantity": ""},
{"title": "62\" Phone Tripod & Selfie Stick, Tripod for iPhone with Remote, Portable, Lightweight Travel Tripod for Selfies Video Recording Vlog, Extendable iPhone Tripod Stand Compatible with iPhone Android", "asin": "", "price": "", "quantity": ""},
{"title": "Pnitri 71'' Phone Tripod Stand, Extendable Reinforced Aluminum Phone Stand with Wireless Remote, Stable Cellphone Tripod Compatible with iPhone 15/14/13 Galaxy S23/S22 Huawei.", "asin": "", "price": "", "quantity": ""},
{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Blue, Pack of 14", "asin": "", "price": "$17.22", "quantity": ""},
{"title": "PILOT Razor Point Fine Line Marker Pens, Ultra-Fine Point (0.3mm) Blue Ink, 12-Pack (11004)", "asin": "", "price": "$13.49", "quantity": ""},
{"title": "Pilot Precise V5 Stick Rolling Ball Pens, Extra Fine Point, Blue Ink, Pack Of 6", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Pilot G2 Retractable Premium Gel Ink Roller Ball Pens Fine Pt, Navy Blue, Pack Of 6", "asin": "", "price": "$9.74", "quantity": ""},
{"title": "Pilot Precise V7 Stick Rolling Ball Pens, Fine Point, Blue Ink, 6 Pack", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Pilot Precise V5 Stick Liquid Ink Rolling Ball Stick Pens, Extra Fine Point (0.5mm) Black Ink, 9-Pack", "asin": "", "price": "", "quantity": ""},
{"title": "Pilot Precise V5 Roller Ball Stick Pens, 0.5mm, Extra Fine, Green Ink, 6-Count", "asin": "", "price": "", "quantity": ""},
{"title": "PILOT Precise V7 Stick Liquid Ink Rolling Ball Stick Pens, Fine Point, Assorted Ink, 8-Pack", "asin": "", "price": "", "quantity": ""},
{"title": "Pilot - Set of 4 V5 Liquid Ink Rollerball 0.5mm - Black, Blue, Red, Green - Fine Tip", "asin": "", "price": "", "quantity": ""},
{"title": "Pilot Precise V5 Deco Premium Rolling Ball Pen Extra Fine, 0.5mm, Assorted 5 pk (12565)", "asin": "", "price": "", "quantity": ""},
{"title": "PILOT Precise V5 Rolling Ball Pen Extra Fine Point - 0.5mm - Bulk 10 Pack of 5 Black and 5 Blue Liquid Ink Rollerball Pens", "asin": "", "price": "", "quantity": ""},
{"title": "EYEYE Blue Pens 0.5mm Liquid Ink Rollerball Pen, 25 Pack Extra Fine Point Quick Dry, Blue Ink Pens Fine Point Smooth Writing Pen for Journaling, Note Taking, Office, School Supplies", "asin": "", "price": "", "quantity": ""},
{"title": "PILOT Precise V7 Rolling Ball Stick Pen with Liquid Ink, 0.7mm Fine Point, Harmony Color Collection, 6 Pack (Lilac)", "asin": "", "price": "", "quantity": ""},
{"title": "Shuttle Art RollerBall Pens, 25 Pack Blue Fine Point Roller Ball Pens, 0.5mm Liquid Ink Pens for Writing Journaling Taking Notes School Office", "asin": "", "price": "", "quantity": ""},
{"title": "New Balance Men's 608 V5 Casual Comfort Cross Trainer", "asin": "", "price": "$33.44", "quantity": ""},
{"title": "Skechers Men's Vigor 2.0 Trait Memory Foam Sneaker", "asin": "", "price": "$104.99", "quantity": ""},
{"title": "New Balance Men's 577 V1 Lace-Up Shoe", "asin": "", "price": "$62.97", "quantity": ""},
{"title": "Skechers Men's Energy Afterburn Lace-Up Sneaker", "asin": "", "price": "$52.99", "quantity": ""},
{"title": "Reebok Ultra 7 DMX Max Walking Sneakers for Men Shoe, Black/Grey/Royal, 10.5", "asin": "", "price": "$42.23", "quantity": ""},
{"title": "Fila Men's Memory Workshift-m Shoes", "asin": "", "price": "$44.38", "quantity": ""},
{"title": "New Balance Men's 877 V1 Walking Shoe", "asin": "", "price": "$78.84", "quantity": ""},
{"title": "New Balance Men's Fresh Foam 510 V6 Trail Running Shoe", "asin": "", "price": "$44.07", "quantity": ""},
{"title": "New Balance Men's 410 V8 Trail Running Shoe", "asin": "", "price": "$47.94", "quantity": ""},
{"title": "New Balance Men's Slip Resistant 626 V2 Industrial Shoe", "asin": "", "price": "$66.54", "quantity": ""},
{"title": "New Balance Men's 411 V1 Training Shoe", "asin": "", "price": "$70.00", "quantity": ""},
{"title": "New Balance Men's 460 V4 Running Shoe", "asin": "", "price": "$44.99", "quantity": ""},
{"title": "Under Armour Men's Charged Assert 9 Running Shoe", "asin": "", "price": "$49.95", "quantity": ""},
{"title": "FitVille Extra Wide Walking Shoes for Men Wide Width Sneakers for Flat Feet Arch Fit Heel Pain Relief - Rebound Core", "asin": "", "price": "$69.85", "quantity": ""},
{"title": "Magic Bullet Blender, Small, Silver, 11 Piece Set", "asin": "", "price": "$39.88", "quantity": ""},
{"title": "magic bullet Combo Blender, 48oz Pitcher, Blending Cup, Simple Speed Dial \u2013 MBF50200", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Ninja Fit Compact Personal Blender, Portable Blender for-Smoothies, Shakes, Food Prep, and Frozen Blending, 700-Watt Base, (2) 16-oz. Cups and Spout Lids, Black QB3001SS", "asin": "", "price": "$54.99", "quantity": ""},
{"title": "nutribullet Personal Blender for Shakes, Smoothies, Food Prep, and Frozen Blending, 24 Ounces, 600 Watt, Gray, (NBR-0601)", "asin": "", "price": "$57.96", "quantity": ""},
{"title": "nutribullet Pro 900 Watt Personal Blender - 13-Piece High-Speed Blender/Mixer System, Champagne", "asin": "", "price": "$80.00", "quantity": ""},
{"title": "TOPZEE Personal Smoothie Blender - 1000W Single Serve Smoothie Maker with 24oz Portable Travel Cups, Ideal for Protein Shakes, Frozen Drinks, and Kitchen Use", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Ganiza Smoothie Blender, Blender for Shakes and Smoothies, 15-Piece Personal Blender and Grinder Combo for Kitchen, Smoothies Maker with 4 BPA-Free Portable Blender Cup, Nutritious Recipe, MAX 900W", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "2 Pack Magic Bullet Blender Cups Tall 22oz Cup with Flip Top To-Go Lid Replacement Part Cup Mug with Handle Compatible with 250w MB1001 Magic Bullet Mugs & Cups Blender Milk Juicer Mixer Accessories", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "1200W Smoothie Blender, Abuler Personal Blender for Shakes and Smoothies, 13 Pieces with 22 OZ To-Go Cup Portable Blenderfor Kitchen Smoothie Ice Protein Frozen Juices Drink, Spices, BPA Free", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "Hamilton Beach Power Elite Wave Action Blender For Smoothies, 40 Oz Glass Jar, 12 Functions Including Puree, Crush Ice, Black, 700 Watts, Black (58148A)", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "5-piece Magic Bullet Blender Cups, Tall 22oz Cup with Flip-Top To-Go Lid, Cross Blade, Blender Replacement Parts, Mug with Handle Compatible with Magic Bullet 250w MB1001", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "nutribullet\u00ae Pro+ 1200 Watt Personal Blender with Pulse Function SKU \u2013 Matte Black", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "Ninja Blast Max, Portable Blender + Twist & Go, Personal Blender, Ninja Blender, Smoothie, Blend, Ice Crush, 3 Programs, Cordless, 22 oz removable Vessel, Dishwasher Safe, Leakproof, Grey, BC251GY", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "Ganiza Blender for Smoothies, 14Pcs Personal Blender for Shake and Smoothies for Kitchen with 3 Portable Blender Cups (1x24oz & 2X17oz), Single Serve Smoothie Maker, Nutritious Recipe Smoothie Blender", "asin": "", "price": "$29.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:29:17.580Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:29:17.580Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:29:17.580Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 1265,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Fuloview 60'' Selfie Stick Tripod,Tripod for iPhone Wireless Remote for Selfies,Group Photograph,Video Recording. Phone Stand Compatible with iPhone Android Phone,Camera\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SelfieShow Selfie Stick, Extendable Selfie Stick Tripod with Wireless Remote and Tripod Stand, Portable, Lightweight, Compatible with iPhone 15 14 13 12 Pro Xs Max X 8Plus, Samsung Smartphone and More\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TODI 63\\\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"62\\\" Phone Tripod - MIIASI Extendable Tripod for iPhone and Selfie Stick Tripod with Remote, 360\\u00b0 Ball Head Upgraded Cell Phone Tripod for Video Recording, iPhone 14/13/12 Pro Max/Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Aureday Phone Tripod, Flexible Tripod for iPhone and Android Cell Phone, Portable Small Tripod with Wireless Remote and Clip for Video Recording/Vlogging/Selfie Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 64\\\" Camera Tripod Stand, Versatile Phone & iPad Tripod with Wireless Remote and 2-in-1 Phone Holder for Selfie/Video Recording/Photo/Live Stream/Vlog\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fuloview 67\\u2018\\u2019 Selfie Stick Tripod, Phone Tripod with Wireless Remote Control, Portable Selfie Stick for Photograph, Live Streaming, Video Recording, Compatible with All Cell Phones, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"62\\\" Phone Tripod & Selfie Stick, Tripod for iPhone with Remote, Portable, Lightweight Travel Tripod for Selfies Video Recording Vlog, Extendable iPhone Tripod Stand Compatible with iPhone Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pnitri 71'' Phone Tripod Stand, Extendable Reinforced Aluminum Phone Stand with Wireless Remote, Stable Cellphone Tripod Compatible with iPhone 15/14/13 Galaxy S23/S22 Huawei.\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Blue, Pack of 14\", \"asin\": \"\", \"price\": \"$17.22\", \"quantity\": \"\"},\n{\"title\": \"PILOT Razor Point Fine Line Marker Pens, Ultra-Fine Point (0.3mm) Blue Ink, 12-Pack (11004)\", \"asin\": \"\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Stick Rolling Ball Pens, Extra Fine Point, Blue Ink, Pack Of 6\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pilot G2 Retractable Premium Gel Ink Roller Ball Pens Fine Pt, Navy Blue, Pack Of 6\", \"asin\": \"\", \"price\": \"$9.74\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V7 Stick Rolling Ball Pens, Fine Point, Blue Ink, 6 Pack\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Stick Liquid Ink Rolling Ball Stick Pens, Extra Fine Point (0.5mm) Black Ink, 9-Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Roller Ball Stick Pens, 0.5mm, Extra Fine, Green Ink, 6-Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V7 Stick Liquid Ink Rolling Ball Stick Pens, Fine Point, Assorted Ink, 8-Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot - Set of 4 V5 Liquid Ink Rollerball 0.5mm - Black, Blue, Red, Green - Fine Tip\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Deco Premium Rolling Ball Pen Extra Fine, 0.5mm, Assorted 5 pk (12565)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V5 Rolling Ball Pen Extra Fine Point - 0.5mm - Bulk 10 Pack of 5 Black and 5 Blue Liquid Ink Rollerball Pens\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"EYEYE Blue Pens 0.5mm Liquid Ink Rollerball Pen, 25 Pack Extra Fine Point Quick Dry, Blue Ink Pens Fine Point Smooth Writing Pen for Journaling, Note Taking, Office, School Supplies\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V7 Rolling Ball Stick Pen with Liquid Ink, 0.7mm Fine Point, Harmony Color Collection, 6 Pack (Lilac)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Shuttle Art RollerBall Pens, 25 Pack Blue Fine Point Roller Ball Pens, 0.5mm Liquid Ink Pens for Writing Journaling Taking Notes School Office\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 608 V5 Casual Comfort Cross Trainer\", \"asin\": \"\", \"price\": \"$33.44\", \"quantity\": \"\"},\n{\"title\": \"Skechers Men's Vigor 2.0 Trait Memory Foam Sneaker\", \"asin\": \"\", \"price\": \"$104.99\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 577 V1 Lace-Up Shoe\", \"asin\": \"\", \"price\": \"$62.97\", \"quantity\": \"\"},\n{\"title\": \"Skechers Men's Energy Afterburn Lace-Up Sneaker\", \"asin\": \"\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Ultra 7 DMX Max Walking Sneakers for Men Shoe, Black/Grey/Royal, 10.5\", \"asin\": \"\", \"price\": \"$42.23\", \"quantity\": \"\"},\n{\"title\": \"Fila Men's Memory Workshift-m Shoes\", \"asin\": \"\", \"price\": \"$44.38\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 877 V1 Walking Shoe\", \"asin\": \"\", \"price\": \"$78.84\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's Fresh Foam 510 V6 Trail Running Shoe\", \"asin\": \"\", \"price\": \"$44.07\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 410 V8 Trail Running Shoe\", \"asin\": \"\", \"price\": \"$47.94\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's Slip Resistant 626 V2 Industrial Shoe\", \"asin\": \"\", \"price\": \"$66.54\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 411 V1 Training Shoe\", \"asin\": \"\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 460 V4 Running Shoe\", \"asin\": \"\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Under Armour Men's Charged Assert 9 Running Shoe\", \"asin\": \"\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"FitVille Extra Wide Walking Shoes for Men Wide Width Sneakers for Flat Feet Arch Fit Heel Pain Relief - Rebound Core\", \"asin\": \"\", \"price\": \"$69.85\", \"quantity\": \"\"},\n{\"title\": \"Magic Bullet Blender, Small, Silver, 11 Piece Set\", \"asin\": \"\", \"price\": \"$39.88\", \"quantity\": \"\"},\n{\"title\": \"magic bullet Combo Blender, 48oz Pitcher, Blending Cup, Simple Speed Dial \\u2013 MBF50200\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Fit Compact Personal Blender, Portable Blender for-Smoothies, Shakes, Food Prep, and Frozen Blending, 700-Watt Base, (2) 16-oz. Cups and Spout Lids, Black QB3001SS\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"nutribullet Personal Blender for Shakes, Smoothies, Food Prep, and Frozen Blending, 24 Ounces, 600 Watt, Gray, (NBR-0601)\", \"asin\": \"\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"nutribullet Pro 900 Watt Personal Blender - 13-Piece High-Speed Blender/Mixer System, Champagne\", \"asin\": \"\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"TOPZEE Personal Smoothie Blender - 1000W Single Serve Smoothie Maker with 24oz Portable Travel Cups, Ideal for Protein Shakes, Frozen Drinks, and Kitchen Use\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ganiza Smoothie Blender, Blender for Shakes and Smoothies, 15-Piece Personal Blender and Grinder Combo for Kitchen, Smoothies Maker with 4 BPA-Free Portable Blender Cup, Nutritious Recipe, MAX 900W\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Magic Bullet Blender Cups Tall 22oz Cup with Flip Top To-Go Lid Replacement Part Cup Mug with Handle Compatible with 250w MB1001 Magic Bullet Mugs & Cups Blender Milk Juicer Mixer Accessories\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"1200W Smoothie Blender, Abuler Personal Blender for Shakes and Smoothies, 13 Pieces with 22 OZ To-Go Cup Portable Blenderfor Kitchen Smoothie Ice Protein Frozen Juices Drink, Spices, BPA Free\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Beach Power Elite Wave Action Blender For Smoothies, 40 Oz Glass Jar, 12 Functions Including Puree, Crush Ice, Black, 700 Watts, Black (58148A)\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"5-piece Magic Bullet Blender Cups, Tall 22oz Cup with Flip-Top To-Go Lid, Cross Blade, Blender Replacement Parts, Mug with Handle Compatible with Magic Bullet 250w MB1001\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"nutribullet\\u00ae Pro+ 1200 Watt Personal Blender with Pulse Function SKU \\u2013 Matte Black\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Blast Max, Portable Blender + Twist & Go, Personal Blender, Ninja Blender, Smoothie, Blend, Ice Crush, 3 Programs, Cordless, 22 oz removable Vessel, Dishwasher Safe, Leakproof, Grey, BC251GY\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ganiza Blender for Smoothies, 14Pcs Personal Blender for Shake and Smoothies for Kitchen with 3 Portable Blender Cups (1x24oz & 2X17oz), Single Serve Smoothie Maker, Nutritious Recipe Smoothie Blender\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:29:17.580Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fuloview 60'' Selfie Stick Tripod,Tripod for iPhone Wireless Remote for Selfies,Group Photograph,Video Recording. Phone Stand Compatible with iPhone Android Phone,Camera\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SelfieShow Selfie Stick, Extendable Selfie Stick Tripod with Wireless Remote and Tripod Stand, Portable, Lightweight, Compatible with iPhone 15 14 13 12 Pro Xs Max X 8Plus, Samsung Smartphone and More\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"TODI 63\\\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"62\\\" Phone Tripod - MIIASI Extendable Tripod for iPhone and Selfie Stick Tripod with Remote, 360\\u00b0 Ball Head Upgraded Cell Phone Tripod for Video Recording, iPhone 14/13/12 Pro Max/Android\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Aureday Phone Tripod, Flexible Tripod for iPhone and Android Cell Phone, Portable Small Tripod with Wireless Remote and Clip for Video Recording/Vlogging/Selfie Black\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 64\\\" Camera Tripod Stand, Versatile Phone & iPad Tripod with Wireless Remote and 2-in-1 Phone Holder for Selfie/Video Recording/Photo/Live Stream/Vlog\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fuloview 67\\u2018\\u2019 Selfie Stick Tripod, Phone Tripod with Wireless Remote Control, Portable Selfie Stick for Photograph, Live Streaming, Video Recording, Compatible with All Cell Phones, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"62\\\" Phone Tripod & Selfie Stick, Tripod for iPhone with Remote, Portable, Lightweight Travel Tripod for Selfies Video Recording Vlog, Extendable iPhone Tripod Stand Compatible with iPhone Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pnitri 71'' Phone Tripod Stand, Extendable Reinforced Aluminum Phone Stand with Wireless Remote, Stable Cellphone Tripod Compatible with iPhone 15/14/13 Galaxy S23/S22 Huawei.\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Blue, Pack of 14\", \"asin\": \"\", \"price\": \"$17.22\", \"quantity\": \"\"},\n{\"title\": \"PILOT Razor Point Fine Line Marker Pens, Ultra-Fine Point (0.3mm) Blue Ink, 12-Pack (11004)\", \"asin\": \"\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Stick Rolling Ball Pens, Extra Fine Point, Blue Ink, Pack Of 6\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pilot G2 Retractable Premium Gel Ink Roller Ball Pens Fine Pt, Navy Blue, Pack Of 6\", \"asin\": \"\", \"price\": \"$9.74\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V7 Stick Rolling Ball Pens, Fine Point, Blue Ink, 6 Pack\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Stick Liquid Ink Rolling Ball Stick Pens, Extra Fine Point (0.5mm) Black Ink, 9-Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Roller Ball Stick Pens, 0.5mm, Extra Fine, Green Ink, 6-Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V7 Stick Liquid Ink Rolling Ball Stick Pens, Fine Point, Assorted Ink, 8-Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot - Set of 4 V5 Liquid Ink Rollerball 0.5mm - Black, Blue, Red, Green - Fine Tip\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Deco Premium Rolling Ball Pen Extra Fine, 0.5mm, Assorted 5 pk (12565)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V5 Rolling Ball Pen Extra Fine Point - 0.5mm - Bulk 10 Pack of 5 Black and 5 Blue Liquid Ink Rollerball Pens\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"EYEYE Blue Pens 0.5mm Liquid Ink Rollerball Pen, 25 Pack Extra Fine Point Quick Dry, Blue Ink Pens Fine Point Smooth Writing Pen for Journaling, Note Taking, Office, School Supplies\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V7 Rolling Ball Stick Pen with Liquid Ink, 0.7mm Fine Point, Harmony Color Collection, 6 Pack (Lilac)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Shuttle Art RollerBall Pens, 25 Pack Blue Fine Point Roller Ball Pens, 0.5mm Liquid Ink Pens for Writing Journaling Taking Notes School Office\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 608 V5 Casual Comfort Cross Trainer\", \"asin\": \"\", \"price\": \"$33.44\", \"quantity\": \"\"},\n{\"title\": \"Skechers Men's Vigor 2.0 Trait Memory Foam Sneaker\", \"asin\": \"\", \"price\": \"$104.99\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 577 V1 Lace-Up Shoe\", \"asin\": \"\", \"price\": \"$62.97\", \"quantity\": \"\"},\n{\"title\": \"Skechers Men's Energy Afterburn Lace-Up Sneaker\", \"asin\": \"\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Ultra 7 DMX Max Walking Sneakers for Men Shoe, Black/Grey/Royal, 10.5\", \"asin\": \"\", \"price\": \"$42.23\", \"quantity\": \"\"},\n{\"title\": \"Fila Men's Memory Workshift-m Shoes\", \"asin\": \"\", \"price\": \"$44.38\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 877 V1 Walking Shoe\", \"asin\": \"\", \"price\": \"$78.84\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's Fresh Foam 510 V6 Trail Running Shoe\", \"asin\": \"\", \"price\": \"$44.07\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 410 V8 Trail Running Shoe\", \"asin\": \"\", \"price\": \"$47.94\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's Slip Resistant 626 V2 Industrial Shoe\", \"asin\": \"\", \"price\": \"$66.54\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 411 V1 Training Shoe\", \"asin\": \"\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 460 V4 Running Shoe\", \"asin\": \"\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Under Armour Men's Charged Assert 9 Running Shoe\", \"asin\": \"\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"FitVille Extra Wide Walking Shoes for Men Wide Width Sneakers for Flat Feet Arch Fit Heel Pain Relief - Rebound Core\", \"asin\": \"\", \"price\": \"$69.85\", \"quantity\": \"\"},\n{\"title\": \"Magic Bullet Blender, Small, Silver, 11 Piece Set\", \"asin\": \"\", \"price\": \"$39.88\", \"quantity\": \"\"},\n{\"title\": \"magic bullet Combo Blender, 48oz Pitcher, Blending Cup, Simple Speed Dial \\u2013 MBF50200\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Fit Compact Personal Blender, Portable Blender for-Smoothies, Shakes, Food Prep, and Frozen Blending, 700-Watt Base, (2) 16-oz. Cups and Spout Lids, Black QB3001SS\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"nutribullet Personal Blender for Shakes, Smoothies, Food Prep, and Frozen Blending, 24 Ounces, 600 Watt, Gray, (NBR-0601)\", \"asin\": \"\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"nutribullet Pro 900 Watt Personal Blender - 13-Piece High-Speed Blender/Mixer System, Champagne\", \"asin\": \"\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"TOPZEE Personal Smoothie Blender - 1000W Single Serve Smoothie Maker with 24oz Portable Travel Cups, Ideal for Protein Shakes, Frozen Drinks, and Kitchen Use\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ganiza Smoothie Blender, Blender for Shakes and Smoothies, 15-Piece Personal Blender and Grinder Combo for Kitchen, Smoothies Maker with 4 BPA-Free Portable Blender Cup, Nutritious Recipe, MAX 900W\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Magic Bullet Blender Cups Tall 22oz Cup with Flip Top To-Go Lid Replacement Part Cup Mug with Handle Compatible with 250w MB1001 Magic Bullet Mugs & Cups Blender Milk Juicer Mixer Accessories\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"1200W Smoothie Blender, Abuler Personal Blender for Shakes and Smoothies, 13 Pieces with 22 OZ To-Go Cup Portable Blenderfor Kitchen Smoothie Ice Protein Frozen Juices Drink, Spices, BPA Free\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Beach Power Elite Wave Action Blender For Smoothies, 40 Oz Glass Jar, 12 Functions Including Puree, Crush Ice, Black, 700 Watts, Black (58148A)\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"5-piece Magic Bullet Blender Cups, Tall 22oz Cup with Flip-Top To-Go Lid, Cross Blade, Blender Replacement Parts, Mug with Handle Compatible with Magic Bullet 250w MB1001\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"nutribullet\\u00ae Pro+ 1200 Watt Personal Blender with Pulse Function SKU \\u2013 Matte Black\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Blast Max, Portable Blender + Twist & Go, Personal Blender, Ninja Blender, Smoothie, Blend, Ice Crush, 3 Programs, Cordless, 22 oz removable Vessel, Dishwasher Safe, Leakproof, Grey, BC251GY\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ganiza Blender for Smoothies, 14Pcs Personal Blender for Shake and Smoothies for Kitchen with 3 Portable Blender Cups (1x24oz & 2X17oz), Single Serve Smoothie Maker, Nutritious Recipe Smoothie Blender\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:29:24.162Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:29:24.162Z
|
click
|
page_related
|
rule
|
train
| 1,266 |
2025-04-07T18:29:24.162Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:29:17.580Z", "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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"},
{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"promotion_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "", "price": "", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "", "price": "", "quantity": ""},
{"title": "Fuloview 60'' Selfie Stick Tripod,Tripod for iPhone Wireless Remote for Selfies,Group Photograph,Video Recording. Phone Stand Compatible with iPhone Android Phone,Camera", "asin": "", "price": "", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "", "price": "", "quantity": ""},
{"title": "SelfieShow Selfie Stick, Extendable Selfie Stick Tripod with Wireless Remote and Tripod Stand, Portable, Lightweight, Compatible with iPhone 15 14 13 12 Pro Xs Max X 8Plus, Samsung Smartphone and More", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "TODI 63\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android", "asin": "", "price": "$16.98", "quantity": ""},
{"title": "62\" Phone Tripod - MIIASI Extendable Tripod for iPhone and Selfie Stick Tripod with Remote, 360\u00b0 Ball Head Upgraded Cell Phone Tripod for Video Recording, iPhone 14/13/12 Pro Max/Android", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "Aureday Phone Tripod, Flexible Tripod for iPhone and Android Cell Phone, Portable Small Tripod with Wireless Remote and Clip for Video Recording/Vlogging/Selfie Black", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Sensyne 64\" Camera Tripod Stand, Versatile Phone & iPad Tripod with Wireless Remote and 2-in-1 Phone Holder for Selfie/Video Recording/Photo/Live Stream/Vlog", "asin": "", "price": "", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "", "price": "", "quantity": ""},
{"title": "Fuloview 67\u2018\u2019 Selfie Stick Tripod, Phone Tripod with Wireless Remote Control, Portable Selfie Stick for Photograph, Live Streaming, Video Recording, Compatible with All Cell Phones, Black", "asin": "", "price": "", "quantity": ""},
{"title": "62\" Phone Tripod & Selfie Stick, Tripod for iPhone with Remote, Portable, Lightweight Travel Tripod for Selfies Video Recording Vlog, Extendable iPhone Tripod Stand Compatible with iPhone Android", "asin": "", "price": "", "quantity": ""},
{"title": "Pnitri 71'' Phone Tripod Stand, Extendable Reinforced Aluminum Phone Stand with Wireless Remote, Stable Cellphone Tripod Compatible with iPhone 15/14/13 Galaxy S23/S22 Huawei.", "asin": "", "price": "", "quantity": ""},
{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Blue, Pack of 14", "asin": "", "price": "$17.22", "quantity": ""},
{"title": "PILOT Razor Point Fine Line Marker Pens, Ultra-Fine Point (0.3mm) Blue Ink, 12-Pack (11004)", "asin": "", "price": "$13.49", "quantity": ""},
{"title": "Pilot Precise V5 Stick Rolling Ball Pens, Extra Fine Point, Blue Ink, Pack Of 6", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Pilot G2 Retractable Premium Gel Ink Roller Ball Pens Fine Pt, Navy Blue, Pack Of 6", "asin": "", "price": "$9.74", "quantity": ""},
{"title": "Pilot Precise V7 Stick Rolling Ball Pens, Fine Point, Blue Ink, 6 Pack", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Pilot Precise V5 Stick Liquid Ink Rolling Ball Stick Pens, Extra Fine Point (0.5mm) Black Ink, 9-Pack", "asin": "", "price": "", "quantity": ""},
{"title": "Pilot Precise V5 Roller Ball Stick Pens, 0.5mm, Extra Fine, Green Ink, 6-Count", "asin": "", "price": "", "quantity": ""},
{"title": "PILOT Precise V7 Stick Liquid Ink Rolling Ball Stick Pens, Fine Point, Assorted Ink, 8-Pack", "asin": "", "price": "", "quantity": ""},
{"title": "Pilot - Set of 4 V5 Liquid Ink Rollerball 0.5mm - Black, Blue, Red, Green - Fine Tip", "asin": "", "price": "", "quantity": ""},
{"title": "Pilot Precise V5 Deco Premium Rolling Ball Pen Extra Fine, 0.5mm, Assorted 5 pk (12565)", "asin": "", "price": "", "quantity": ""},
{"title": "PILOT Precise V5 Rolling Ball Pen Extra Fine Point - 0.5mm - Bulk 10 Pack of 5 Black and 5 Blue Liquid Ink Rollerball Pens", "asin": "", "price": "", "quantity": ""},
{"title": "EYEYE Blue Pens 0.5mm Liquid Ink Rollerball Pen, 25 Pack Extra Fine Point Quick Dry, Blue Ink Pens Fine Point Smooth Writing Pen for Journaling, Note Taking, Office, School Supplies", "asin": "", "price": "", "quantity": ""},
{"title": "PILOT Precise V7 Rolling Ball Stick Pen with Liquid Ink, 0.7mm Fine Point, Harmony Color Collection, 6 Pack (Lilac)", "asin": "", "price": "", "quantity": ""},
{"title": "Shuttle Art RollerBall Pens, 25 Pack Blue Fine Point Roller Ball Pens, 0.5mm Liquid Ink Pens for Writing Journaling Taking Notes School Office", "asin": "", "price": "", "quantity": ""},
{"title": "New Balance Men's 608 V5 Casual Comfort Cross Trainer", "asin": "", "price": "$33.44", "quantity": ""},
{"title": "Skechers Men's Vigor 2.0 Trait Memory Foam Sneaker", "asin": "", "price": "$104.99", "quantity": ""},
{"title": "New Balance Men's 577 V1 Lace-Up Shoe", "asin": "", "price": "$62.97", "quantity": ""},
{"title": "Skechers Men's Energy Afterburn Lace-Up Sneaker", "asin": "", "price": "$52.99", "quantity": ""},
{"title": "Reebok Ultra 7 DMX Max Walking Sneakers for Men Shoe, Black/Grey/Royal, 10.5", "asin": "", "price": "$42.23", "quantity": ""},
{"title": "Fila Men's Memory Workshift-m Shoes", "asin": "", "price": "$44.38", "quantity": ""},
{"title": "New Balance Men's 877 V1 Walking Shoe", "asin": "", "price": "$78.84", "quantity": ""},
{"title": "New Balance Men's Fresh Foam 510 V6 Trail Running Shoe", "asin": "", "price": "$44.07", "quantity": ""},
{"title": "New Balance Men's 410 V8 Trail Running Shoe", "asin": "", "price": "$47.94", "quantity": ""},
{"title": "New Balance Men's Slip Resistant 626 V2 Industrial Shoe", "asin": "", "price": "$66.54", "quantity": ""},
{"title": "New Balance Men's 411 V1 Training Shoe", "asin": "", "price": "$70.00", "quantity": ""},
{"title": "New Balance Men's 460 V4 Running Shoe", "asin": "", "price": "$44.99", "quantity": ""},
{"title": "Under Armour Men's Charged Assert 9 Running Shoe", "asin": "", "price": "$49.95", "quantity": ""},
{"title": "FitVille Extra Wide Walking Shoes for Men Wide Width Sneakers for Flat Feet Arch Fit Heel Pain Relief - Rebound Core", "asin": "", "price": "$69.85", "quantity": ""},
{"title": "Magic Bullet Blender, Small, Silver, 11 Piece Set", "asin": "", "price": "$39.88", "quantity": ""},
{"title": "magic bullet Combo Blender, 48oz Pitcher, Blending Cup, Simple Speed Dial \u2013 MBF50200", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Ninja Fit Compact Personal Blender, Portable Blender for-Smoothies, Shakes, Food Prep, and Frozen Blending, 700-Watt Base, (2) 16-oz. Cups and Spout Lids, Black QB3001SS", "asin": "", "price": "$54.99", "quantity": ""},
{"title": "nutribullet Personal Blender for Shakes, Smoothies, Food Prep, and Frozen Blending, 24 Ounces, 600 Watt, Gray, (NBR-0601)", "asin": "", "price": "$57.96", "quantity": ""},
{"title": "nutribullet Pro 900 Watt Personal Blender - 13-Piece High-Speed Blender/Mixer System, Champagne", "asin": "", "price": "$80.00", "quantity": ""},
{"title": "TOPZEE Personal Smoothie Blender - 1000W Single Serve Smoothie Maker with 24oz Portable Travel Cups, Ideal for Protein Shakes, Frozen Drinks, and Kitchen Use", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Ganiza Smoothie Blender, Blender for Shakes and Smoothies, 15-Piece Personal Blender and Grinder Combo for Kitchen, Smoothies Maker with 4 BPA-Free Portable Blender Cup, Nutritious Recipe, MAX 900W", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "2 Pack Magic Bullet Blender Cups Tall 22oz Cup with Flip Top To-Go Lid Replacement Part Cup Mug with Handle Compatible with 250w MB1001 Magic Bullet Mugs & Cups Blender Milk Juicer Mixer Accessories", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "1200W Smoothie Blender, Abuler Personal Blender for Shakes and Smoothies, 13 Pieces with 22 OZ To-Go Cup Portable Blenderfor Kitchen Smoothie Ice Protein Frozen Juices Drink, Spices, BPA Free", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "Hamilton Beach Power Elite Wave Action Blender For Smoothies, 40 Oz Glass Jar, 12 Functions Including Puree, Crush Ice, Black, 700 Watts, Black (58148A)", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "5-piece Magic Bullet Blender Cups, Tall 22oz Cup with Flip-Top To-Go Lid, Cross Blade, Blender Replacement Parts, Mug with Handle Compatible with Magic Bullet 250w MB1001", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "nutribullet\u00ae Pro+ 1200 Watt Personal Blender with Pulse Function SKU \u2013 Matte Black", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "Ninja Blast Max, Portable Blender + Twist & Go, Personal Blender, Ninja Blender, Smoothie, Blend, Ice Crush, 3 Programs, Cordless, 22 oz removable Vessel, Dishwasher Safe, Leakproof, Grey, BC251GY", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "Ganiza Blender for Smoothies, 14Pcs Personal Blender for Shake and Smoothies for Kitchen with 3 Portable Blender Cups (1x24oz & 2X17oz), Single Serve Smoothie Maker, Nutritious Recipe Smoothie Blender", "asin": "", "price": "$29.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:29:24.162Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:29:24.162Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:29:24.162Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 1266,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fuloview 60'' Selfie Stick Tripod,Tripod for iPhone Wireless Remote for Selfies,Group Photograph,Video Recording. Phone Stand Compatible with iPhone Android Phone,Camera\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SelfieShow Selfie Stick, Extendable Selfie Stick Tripod with Wireless Remote and Tripod Stand, Portable, Lightweight, Compatible with iPhone 15 14 13 12 Pro Xs Max X 8Plus, Samsung Smartphone and More\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"TODI 63\\\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"62\\\" Phone Tripod - MIIASI Extendable Tripod for iPhone and Selfie Stick Tripod with Remote, 360\\u00b0 Ball Head Upgraded Cell Phone Tripod for Video Recording, iPhone 14/13/12 Pro Max/Android\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Aureday Phone Tripod, Flexible Tripod for iPhone and Android Cell Phone, Portable Small Tripod with Wireless Remote and Clip for Video Recording/Vlogging/Selfie Black\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 64\\\" Camera Tripod Stand, Versatile Phone & iPad Tripod with Wireless Remote and 2-in-1 Phone Holder for Selfie/Video Recording/Photo/Live Stream/Vlog\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fuloview 67\\u2018\\u2019 Selfie Stick Tripod, Phone Tripod with Wireless Remote Control, Portable Selfie Stick for Photograph, Live Streaming, Video Recording, Compatible with All Cell Phones, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"62\\\" Phone Tripod & Selfie Stick, Tripod for iPhone with Remote, Portable, Lightweight Travel Tripod for Selfies Video Recording Vlog, Extendable iPhone Tripod Stand Compatible with iPhone Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pnitri 71'' Phone Tripod Stand, Extendable Reinforced Aluminum Phone Stand with Wireless Remote, Stable Cellphone Tripod Compatible with iPhone 15/14/13 Galaxy S23/S22 Huawei.\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Blue, Pack of 14\", \"asin\": \"\", \"price\": \"$17.22\", \"quantity\": \"\"},\n{\"title\": \"PILOT Razor Point Fine Line Marker Pens, Ultra-Fine Point (0.3mm) Blue Ink, 12-Pack (11004)\", \"asin\": \"\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Stick Rolling Ball Pens, Extra Fine Point, Blue Ink, Pack Of 6\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pilot G2 Retractable Premium Gel Ink Roller Ball Pens Fine Pt, Navy Blue, Pack Of 6\", \"asin\": \"\", \"price\": \"$9.74\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V7 Stick Rolling Ball Pens, Fine Point, Blue Ink, 6 Pack\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Stick Liquid Ink Rolling Ball Stick Pens, Extra Fine Point (0.5mm) Black Ink, 9-Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Roller Ball Stick Pens, 0.5mm, Extra Fine, Green Ink, 6-Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V7 Stick Liquid Ink Rolling Ball Stick Pens, Fine Point, Assorted Ink, 8-Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot - Set of 4 V5 Liquid Ink Rollerball 0.5mm - Black, Blue, Red, Green - Fine Tip\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Deco Premium Rolling Ball Pen Extra Fine, 0.5mm, Assorted 5 pk (12565)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V5 Rolling Ball Pen Extra Fine Point - 0.5mm - Bulk 10 Pack of 5 Black and 5 Blue Liquid Ink Rollerball Pens\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"EYEYE Blue Pens 0.5mm Liquid Ink Rollerball Pen, 25 Pack Extra Fine Point Quick Dry, Blue Ink Pens Fine Point Smooth Writing Pen for Journaling, Note Taking, Office, School Supplies\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V7 Rolling Ball Stick Pen with Liquid Ink, 0.7mm Fine Point, Harmony Color Collection, 6 Pack (Lilac)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Shuttle Art RollerBall Pens, 25 Pack Blue Fine Point Roller Ball Pens, 0.5mm Liquid Ink Pens for Writing Journaling Taking Notes School Office\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 608 V5 Casual Comfort Cross Trainer\", \"asin\": \"\", \"price\": \"$33.44\", \"quantity\": \"\"},\n{\"title\": \"Skechers Men's Vigor 2.0 Trait Memory Foam Sneaker\", \"asin\": \"\", \"price\": \"$104.99\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 577 V1 Lace-Up Shoe\", \"asin\": \"\", \"price\": \"$62.97\", \"quantity\": \"\"},\n{\"title\": \"Skechers Men's Energy Afterburn Lace-Up Sneaker\", \"asin\": \"\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Ultra 7 DMX Max Walking Sneakers for Men Shoe, Black/Grey/Royal, 10.5\", \"asin\": \"\", \"price\": \"$42.23\", \"quantity\": \"\"},\n{\"title\": \"Fila Men's Memory Workshift-m Shoes\", \"asin\": \"\", \"price\": \"$44.38\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 877 V1 Walking Shoe\", \"asin\": \"\", \"price\": \"$78.84\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's Fresh Foam 510 V6 Trail Running Shoe\", \"asin\": \"\", \"price\": \"$44.07\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 410 V8 Trail Running Shoe\", \"asin\": \"\", \"price\": \"$47.94\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's Slip Resistant 626 V2 Industrial Shoe\", \"asin\": \"\", \"price\": \"$66.54\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 411 V1 Training Shoe\", \"asin\": \"\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 460 V4 Running Shoe\", \"asin\": \"\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Under Armour Men's Charged Assert 9 Running Shoe\", \"asin\": \"\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"FitVille Extra Wide Walking Shoes for Men Wide Width Sneakers for Flat Feet Arch Fit Heel Pain Relief - Rebound Core\", \"asin\": \"\", \"price\": \"$69.85\", \"quantity\": \"\"},\n{\"title\": \"Magic Bullet Blender, Small, Silver, 11 Piece Set\", \"asin\": \"\", \"price\": \"$39.88\", \"quantity\": \"\"},\n{\"title\": \"magic bullet Combo Blender, 48oz Pitcher, Blending Cup, Simple Speed Dial \\u2013 MBF50200\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Fit Compact Personal Blender, Portable Blender for-Smoothies, Shakes, Food Prep, and Frozen Blending, 700-Watt Base, (2) 16-oz. Cups and Spout Lids, Black QB3001SS\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"nutribullet Personal Blender for Shakes, Smoothies, Food Prep, and Frozen Blending, 24 Ounces, 600 Watt, Gray, (NBR-0601)\", \"asin\": \"\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"nutribullet Pro 900 Watt Personal Blender - 13-Piece High-Speed Blender/Mixer System, Champagne\", \"asin\": \"\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"TOPZEE Personal Smoothie Blender - 1000W Single Serve Smoothie Maker with 24oz Portable Travel Cups, Ideal for Protein Shakes, Frozen Drinks, and Kitchen Use\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ganiza Smoothie Blender, Blender for Shakes and Smoothies, 15-Piece Personal Blender and Grinder Combo for Kitchen, Smoothies Maker with 4 BPA-Free Portable Blender Cup, Nutritious Recipe, MAX 900W\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Magic Bullet Blender Cups Tall 22oz Cup with Flip Top To-Go Lid Replacement Part Cup Mug with Handle Compatible with 250w MB1001 Magic Bullet Mugs & Cups Blender Milk Juicer Mixer Accessories\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"1200W Smoothie Blender, Abuler Personal Blender for Shakes and Smoothies, 13 Pieces with 22 OZ To-Go Cup Portable Blenderfor Kitchen Smoothie Ice Protein Frozen Juices Drink, Spices, BPA Free\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Beach Power Elite Wave Action Blender For Smoothies, 40 Oz Glass Jar, 12 Functions Including Puree, Crush Ice, Black, 700 Watts, Black (58148A)\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"5-piece Magic Bullet Blender Cups, Tall 22oz Cup with Flip-Top To-Go Lid, Cross Blade, Blender Replacement Parts, Mug with Handle Compatible with Magic Bullet 250w MB1001\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"nutribullet\\u00ae Pro+ 1200 Watt Personal Blender with Pulse Function SKU \\u2013 Matte Black\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Blast Max, Portable Blender + Twist & Go, Personal Blender, Ninja Blender, Smoothie, Blend, Ice Crush, 3 Programs, Cordless, 22 oz removable Vessel, Dishwasher Safe, Leakproof, Grey, BC251GY\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ganiza Blender for Smoothies, 14Pcs Personal Blender for Shake and Smoothies for Kitchen with 3 Portable Blender Cups (1x24oz & 2X17oz), Single Serve Smoothie Maker, Nutritious Recipe Smoothie Blender\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:29:24.162Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fuloview 60'' Selfie Stick Tripod,Tripod for iPhone Wireless Remote for Selfies,Group Photograph,Video Recording. Phone Stand Compatible with iPhone Android Phone,Camera\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SelfieShow Selfie Stick, Extendable Selfie Stick Tripod with Wireless Remote and Tripod Stand, Portable, Lightweight, Compatible with iPhone 15 14 13 12 Pro Xs Max X 8Plus, Samsung Smartphone and More\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TODI 63\\\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"62\\\" Phone Tripod - MIIASI Extendable Tripod for iPhone and Selfie Stick Tripod with Remote, 360\\u00b0 Ball Head Upgraded Cell Phone Tripod for Video Recording, iPhone 14/13/12 Pro Max/Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Aureday Phone Tripod, Flexible Tripod for iPhone and Android Cell Phone, Portable Small Tripod with Wireless Remote and Clip for Video Recording/Vlogging/Selfie Black\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 64\\\" Camera Tripod Stand, Versatile Phone & iPad Tripod with Wireless Remote and 2-in-1 Phone Holder for Selfie/Video Recording/Photo/Live Stream/Vlog\", \"asin\": \"\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"Fuloview 67\\u2018\\u2019 Selfie Stick Tripod, Phone Tripod with Wireless Remote Control, Portable Selfie Stick for Photograph, Live Streaming, Video Recording, Compatible with All Cell Phones, Black\", \"asin\": \"\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"62\\\" Phone Tripod & Selfie Stick, Tripod for iPhone with Remote, Portable, Lightweight Travel Tripod for Selfies Video Recording Vlog, Extendable iPhone Tripod Stand Compatible with iPhone Android\", \"asin\": \"\", \"price\": \"$16.96\", \"quantity\": \"\"},\n{\"title\": \"Pnitri 71'' Phone Tripod Stand, Extendable Reinforced Aluminum Phone Stand with Wireless Remote, Stable Cellphone Tripod Compatible with iPhone 15/14/13 Galaxy S23/S22 Huawei.\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 64-inch Extendable Tripod for iPhones and Smartphones, Selfie Stick Mode and Phone Tripod Mode, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Phone Tripod, 86\\\" Tall Tripod for iPhone with Flexible Gooseneck & Remote, Portable Aluminum Cellphone Stand for Selfies, Video Recording,Travel, Compatible with iPhone Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Blue, Pack of 14\", \"asin\": \"\", \"price\": \"$17.22\", \"quantity\": \"\"},\n{\"title\": \"PILOT Razor Point Fine Line Marker Pens, Ultra-Fine Point (0.3mm) Blue Ink, 12-Pack (11004)\", \"asin\": \"\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Stick Rolling Ball Pens, Extra Fine Point, Blue Ink, Pack Of 6\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pilot G2 Retractable Premium Gel Ink Roller Ball Pens Fine Pt, Navy Blue, Pack Of 6\", \"asin\": \"\", \"price\": \"$9.74\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V7 Stick Rolling Ball Pens, Fine Point, Blue Ink, 6 Pack\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Stick Liquid Ink Rolling Ball Stick Pens, Extra Fine Point (0.5mm) Black Ink, 9-Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Roller Ball Stick Pens, 0.5mm, Extra Fine, Green Ink, 6-Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V7 Stick Liquid Ink Rolling Ball Stick Pens, Fine Point, Assorted Ink, 8-Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot - Set of 4 V5 Liquid Ink Rollerball 0.5mm - Black, Blue, Red, Green - Fine Tip\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Deco Premium Rolling Ball Pen Extra Fine, 0.5mm, Assorted 5 pk (12565)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V5 Rolling Ball Pen Extra Fine Point - 0.5mm - Bulk 10 Pack of 5 Black and 5 Blue Liquid Ink Rollerball Pens\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"EYEYE Blue Pens 0.5mm Liquid Ink Rollerball Pen, 25 Pack Extra Fine Point Quick Dry, Blue Ink Pens Fine Point Smooth Writing Pen for Journaling, Note Taking, Office, School Supplies\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V7 Rolling Ball Stick Pen with Liquid Ink, 0.7mm Fine Point, Harmony Color Collection, 6 Pack (Lilac)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Shuttle Art RollerBall Pens, 25 Pack Blue Fine Point Roller Ball Pens, 0.5mm Liquid Ink Pens for Writing Journaling Taking Notes School Office\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 608 V5 Casual Comfort Cross Trainer\", \"asin\": \"\", \"price\": \"$33.44\", \"quantity\": \"\"},\n{\"title\": \"Skechers Men's Vigor 2.0 Trait Memory Foam Sneaker\", \"asin\": \"\", \"price\": \"$104.99\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 577 V1 Lace-Up Shoe\", \"asin\": \"\", \"price\": \"$62.97\", \"quantity\": \"\"},\n{\"title\": \"Skechers Men's Energy Afterburn Lace-Up Sneaker\", \"asin\": \"\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Ultra 7 DMX Max Walking Sneakers for Men Shoe, Black/Grey/Royal, 10.5\", \"asin\": \"\", \"price\": \"$42.23\", \"quantity\": \"\"},\n{\"title\": \"Fila Men's Memory Workshift-m Shoes\", \"asin\": \"\", \"price\": \"$44.38\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 877 V1 Walking Shoe\", \"asin\": \"\", \"price\": \"$78.84\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's Fresh Foam 510 V6 Trail Running Shoe\", \"asin\": \"\", \"price\": \"$44.07\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 410 V8 Trail Running Shoe\", \"asin\": \"\", \"price\": \"$47.94\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's Slip Resistant 626 V2 Industrial Shoe\", \"asin\": \"\", \"price\": \"$66.54\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 411 V1 Training Shoe\", \"asin\": \"\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 460 V4 Running Shoe\", \"asin\": \"\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Under Armour Men's Charged Assert 9 Running Shoe\", \"asin\": \"\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"FitVille Extra Wide Walking Shoes for Men Wide Width Sneakers for Flat Feet Arch Fit Heel Pain Relief - Rebound Core\", \"asin\": \"\", \"price\": \"$69.85\", \"quantity\": \"\"},\n{\"title\": \"Magic Bullet Blender, Small, Silver, 11 Piece Set\", \"asin\": \"\", \"price\": \"$39.88\", \"quantity\": \"\"},\n{\"title\": \"magic bullet Combo Blender, 48oz Pitcher, Blending Cup, Simple Speed Dial \\u2013 MBF50200\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Fit Compact Personal Blender, Portable Blender for-Smoothies, Shakes, Food Prep, and Frozen Blending, 700-Watt Base, (2) 16-oz. Cups and Spout Lids, Black QB3001SS\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"nutribullet Personal Blender for Shakes, Smoothies, Food Prep, and Frozen Blending, 24 Ounces, 600 Watt, Gray, (NBR-0601)\", \"asin\": \"\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"nutribullet Pro 900 Watt Personal Blender - 13-Piece High-Speed Blender/Mixer System, Champagne\", \"asin\": \"\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"TOPZEE Personal Smoothie Blender - 1000W Single Serve Smoothie Maker with 24oz Portable Travel Cups, Ideal for Protein Shakes, Frozen Drinks, and Kitchen Use\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ganiza Smoothie Blender, Blender for Shakes and Smoothies, 15-Piece Personal Blender and Grinder Combo for Kitchen, Smoothies Maker with 4 BPA-Free Portable Blender Cup, Nutritious Recipe, MAX 900W\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Magic Bullet Blender Cups Tall 22oz Cup with Flip Top To-Go Lid Replacement Part Cup Mug with Handle Compatible with 250w MB1001 Magic Bullet Mugs & Cups Blender Milk Juicer Mixer Accessories\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"1200W Smoothie Blender, Abuler Personal Blender for Shakes and Smoothies, 13 Pieces with 22 OZ To-Go Cup Portable Blenderfor Kitchen Smoothie Ice Protein Frozen Juices Drink, Spices, BPA Free\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Beach Power Elite Wave Action Blender For Smoothies, 40 Oz Glass Jar, 12 Functions Including Puree, Crush Ice, Black, 700 Watts, Black (58148A)\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"5-piece Magic Bullet Blender Cups, Tall 22oz Cup with Flip-Top To-Go Lid, Cross Blade, Blender Replacement Parts, Mug with Handle Compatible with Magic Bullet 250w MB1001\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"nutribullet\\u00ae Pro+ 1200 Watt Personal Blender with Pulse Function SKU \\u2013 Matte Black\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Blast Max, Portable Blender + Twist & Go, Personal Blender, Ninja Blender, Smoothie, Blend, Ice Crush, 3 Programs, Cordless, 22 oz removable Vessel, Dishwasher Safe, Leakproof, Grey, BC251GY\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ganiza Blender for Smoothies, 14Pcs Personal Blender for Shake and Smoothies for Kitchen with 3 Portable Blender Cups (1x24oz & 2X17oz), Single Serve Smoothie Maker, Nutritious Recipe Smoothie Blender\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:29:25.277Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T18:29:25.277Z
|
click
|
page_related
|
rule
|
train
| 1,267 |
2025-04-07T18:29:25.277Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"},
{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"promotion_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "", "price": "", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "", "price": "", "quantity": ""},
{"title": "Fuloview 60'' Selfie Stick Tripod,Tripod for iPhone Wireless Remote for Selfies,Group Photograph,Video Recording. Phone Stand Compatible with iPhone Android Phone,Camera", "asin": "", "price": "", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "", "price": "", "quantity": ""},
{"title": "SelfieShow Selfie Stick, Extendable Selfie Stick Tripod with Wireless Remote and Tripod Stand, Portable, Lightweight, Compatible with iPhone 15 14 13 12 Pro Xs Max X 8Plus, Samsung Smartphone and More", "asin": "", "price": "", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "", "price": "", "quantity": ""},
{"title": "TODI 63\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android", "asin": "", "price": "", "quantity": ""},
{"title": "62\" Phone Tripod - MIIASI Extendable Tripod for iPhone and Selfie Stick Tripod with Remote, 360\u00b0 Ball Head Upgraded Cell Phone Tripod for Video Recording, iPhone 14/13/12 Pro Max/Android", "asin": "", "price": "", "quantity": ""},
{"title": "Aureday Phone Tripod, Flexible Tripod for iPhone and Android Cell Phone, Portable Small Tripod with Wireless Remote and Clip for Video Recording/Vlogging/Selfie Black", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Sensyne 64\" Camera Tripod Stand, Versatile Phone & iPad Tripod with Wireless Remote and 2-in-1 Phone Holder for Selfie/Video Recording/Photo/Live Stream/Vlog", "asin": "", "price": "$21.99", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "", "price": "$16.14", "quantity": ""},
{"title": "Fuloview 67\u2018\u2019 Selfie Stick Tripod, Phone Tripod with Wireless Remote Control, Portable Selfie Stick for Photograph, Live Streaming, Video Recording, Compatible with All Cell Phones, Black", "asin": "", "price": "$13.99", "quantity": ""},
{"title": "62\" Phone Tripod & Selfie Stick, Tripod for iPhone with Remote, Portable, Lightweight Travel Tripod for Selfies Video Recording Vlog, Extendable iPhone Tripod Stand Compatible with iPhone Android", "asin": "", "price": "$16.96", "quantity": ""},
{"title": "Pnitri 71'' Phone Tripod Stand, Extendable Reinforced Aluminum Phone Stand with Wireless Remote, Stable Cellphone Tripod Compatible with iPhone 15/14/13 Galaxy S23/S22 Huawei.", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics 64-inch Extendable Tripod for iPhones and Smartphones, Selfie Stick Mode and Phone Tripod Mode, Black", "asin": "", "price": "", "quantity": ""},
{"title": "Phone Tripod, 86\" Tall Tripod for iPhone with Flexible Gooseneck & Remote, Portable Aluminum Cellphone Stand for Selfies, Video Recording,Travel, Compatible with iPhone Android", "asin": "", "price": "", "quantity": ""},
{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Blue, Pack of 14", "asin": "", "price": "$17.22", "quantity": ""},
{"title": "PILOT Razor Point Fine Line Marker Pens, Ultra-Fine Point (0.3mm) Blue Ink, 12-Pack (11004)", "asin": "", "price": "$13.49", "quantity": ""},
{"title": "Pilot Precise V5 Stick Rolling Ball Pens, Extra Fine Point, Blue Ink, Pack Of 6", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Pilot G2 Retractable Premium Gel Ink Roller Ball Pens Fine Pt, Navy Blue, Pack Of 6", "asin": "", "price": "$9.74", "quantity": ""},
{"title": "Pilot Precise V7 Stick Rolling Ball Pens, Fine Point, Blue Ink, 6 Pack", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Pilot Precise V5 Stick Liquid Ink Rolling Ball Stick Pens, Extra Fine Point (0.5mm) Black Ink, 9-Pack", "asin": "", "price": "", "quantity": ""},
{"title": "Pilot Precise V5 Roller Ball Stick Pens, 0.5mm, Extra Fine, Green Ink, 6-Count", "asin": "", "price": "", "quantity": ""},
{"title": "PILOT Precise V7 Stick Liquid Ink Rolling Ball Stick Pens, Fine Point, Assorted Ink, 8-Pack", "asin": "", "price": "", "quantity": ""},
{"title": "Pilot - Set of 4 V5 Liquid Ink Rollerball 0.5mm - Black, Blue, Red, Green - Fine Tip", "asin": "", "price": "", "quantity": ""},
{"title": "Pilot Precise V5 Deco Premium Rolling Ball Pen Extra Fine, 0.5mm, Assorted 5 pk (12565)", "asin": "", "price": "", "quantity": ""},
{"title": "PILOT Precise V5 Rolling Ball Pen Extra Fine Point - 0.5mm - Bulk 10 Pack of 5 Black and 5 Blue Liquid Ink Rollerball Pens", "asin": "", "price": "", "quantity": ""},
{"title": "EYEYE Blue Pens 0.5mm Liquid Ink Rollerball Pen, 25 Pack Extra Fine Point Quick Dry, Blue Ink Pens Fine Point Smooth Writing Pen for Journaling, Note Taking, Office, School Supplies", "asin": "", "price": "", "quantity": ""},
{"title": "PILOT Precise V7 Rolling Ball Stick Pen with Liquid Ink, 0.7mm Fine Point, Harmony Color Collection, 6 Pack (Lilac)", "asin": "", "price": "", "quantity": ""},
{"title": "Shuttle Art RollerBall Pens, 25 Pack Blue Fine Point Roller Ball Pens, 0.5mm Liquid Ink Pens for Writing Journaling Taking Notes School Office", "asin": "", "price": "", "quantity": ""},
{"title": "New Balance Men's 608 V5 Casual Comfort Cross Trainer", "asin": "", "price": "$33.44", "quantity": ""},
{"title": "Skechers Men's Vigor 2.0 Trait Memory Foam Sneaker", "asin": "", "price": "$104.99", "quantity": ""},
{"title": "New Balance Men's 577 V1 Lace-Up Shoe", "asin": "", "price": "$62.97", "quantity": ""},
{"title": "Skechers Men's Energy Afterburn Lace-Up Sneaker", "asin": "", "price": "$52.99", "quantity": ""},
{"title": "Reebok Ultra 7 DMX Max Walking Sneakers for Men Shoe, Black/Grey/Royal, 10.5", "asin": "", "price": "$42.23", "quantity": ""},
{"title": "Fila Men's Memory Workshift-m Shoes", "asin": "", "price": "$44.38", "quantity": ""},
{"title": "New Balance Men's 877 V1 Walking Shoe", "asin": "", "price": "$78.84", "quantity": ""},
{"title": "New Balance Men's Fresh Foam 510 V6 Trail Running Shoe", "asin": "", "price": "$44.07", "quantity": ""},
{"title": "New Balance Men's 410 V8 Trail Running Shoe", "asin": "", "price": "$47.94", "quantity": ""},
{"title": "New Balance Men's Slip Resistant 626 V2 Industrial Shoe", "asin": "", "price": "$66.54", "quantity": ""},
{"title": "New Balance Men's 411 V1 Training Shoe", "asin": "", "price": "$70.00", "quantity": ""},
{"title": "New Balance Men's 460 V4 Running Shoe", "asin": "", "price": "$44.99", "quantity": ""},
{"title": "Under Armour Men's Charged Assert 9 Running Shoe", "asin": "", "price": "$49.95", "quantity": ""},
{"title": "FitVille Extra Wide Walking Shoes for Men Wide Width Sneakers for Flat Feet Arch Fit Heel Pain Relief - Rebound Core", "asin": "", "price": "$69.85", "quantity": ""},
{"title": "Magic Bullet Blender, Small, Silver, 11 Piece Set", "asin": "", "price": "$39.88", "quantity": ""},
{"title": "magic bullet Combo Blender, 48oz Pitcher, Blending Cup, Simple Speed Dial \u2013 MBF50200", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Ninja Fit Compact Personal Blender, Portable Blender for-Smoothies, Shakes, Food Prep, and Frozen Blending, 700-Watt Base, (2) 16-oz. Cups and Spout Lids, Black QB3001SS", "asin": "", "price": "$54.99", "quantity": ""},
{"title": "nutribullet Personal Blender for Shakes, Smoothies, Food Prep, and Frozen Blending, 24 Ounces, 600 Watt, Gray, (NBR-0601)", "asin": "", "price": "$57.96", "quantity": ""},
{"title": "nutribullet Pro 900 Watt Personal Blender - 13-Piece High-Speed Blender/Mixer System, Champagne", "asin": "", "price": "$80.00", "quantity": ""},
{"title": "TOPZEE Personal Smoothie Blender - 1000W Single Serve Smoothie Maker with 24oz Portable Travel Cups, Ideal for Protein Shakes, Frozen Drinks, and Kitchen Use", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Ganiza Smoothie Blender, Blender for Shakes and Smoothies, 15-Piece Personal Blender and Grinder Combo for Kitchen, Smoothies Maker with 4 BPA-Free Portable Blender Cup, Nutritious Recipe, MAX 900W", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "2 Pack Magic Bullet Blender Cups Tall 22oz Cup with Flip Top To-Go Lid Replacement Part Cup Mug with Handle Compatible with 250w MB1001 Magic Bullet Mugs & Cups Blender Milk Juicer Mixer Accessories", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "1200W Smoothie Blender, Abuler Personal Blender for Shakes and Smoothies, 13 Pieces with 22 OZ To-Go Cup Portable Blenderfor Kitchen Smoothie Ice Protein Frozen Juices Drink, Spices, BPA Free", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "Hamilton Beach Power Elite Wave Action Blender For Smoothies, 40 Oz Glass Jar, 12 Functions Including Puree, Crush Ice, Black, 700 Watts, Black (58148A)", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "5-piece Magic Bullet Blender Cups, Tall 22oz Cup with Flip-Top To-Go Lid, Cross Blade, Blender Replacement Parts, Mug with Handle Compatible with Magic Bullet 250w MB1001", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "nutribullet\u00ae Pro+ 1200 Watt Personal Blender with Pulse Function SKU \u2013 Matte Black", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "Ninja Blast Max, Portable Blender + Twist & Go, Personal Blender, Ninja Blender, Smoothie, Blend, Ice Crush, 3 Programs, Cordless, 22 oz removable Vessel, Dishwasher Safe, Leakproof, Grey, BC251GY", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "Ganiza Blender for Smoothies, 14Pcs Personal Blender for Shake and Smoothies for Kitchen with 3 Portable Blender Cups (1x24oz & 2X17oz), Single Serve Smoothie Maker, Nutritious Recipe Smoothie Blender", "asin": "", "price": "$29.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T18:29:25.277Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T18:29:25.277Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T18:29:25.277Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 1267,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fuloview 60'' Selfie Stick Tripod,Tripod for iPhone Wireless Remote for Selfies,Group Photograph,Video Recording. Phone Stand Compatible with iPhone Android Phone,Camera\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SelfieShow Selfie Stick, Extendable Selfie Stick Tripod with Wireless Remote and Tripod Stand, Portable, Lightweight, Compatible with iPhone 15 14 13 12 Pro Xs Max X 8Plus, Samsung Smartphone and More\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TODI 63\\\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"62\\\" Phone Tripod - MIIASI Extendable Tripod for iPhone and Selfie Stick Tripod with Remote, 360\\u00b0 Ball Head Upgraded Cell Phone Tripod for Video Recording, iPhone 14/13/12 Pro Max/Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Aureday Phone Tripod, Flexible Tripod for iPhone and Android Cell Phone, Portable Small Tripod with Wireless Remote and Clip for Video Recording/Vlogging/Selfie Black\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 64\\\" Camera Tripod Stand, Versatile Phone & iPad Tripod with Wireless Remote and 2-in-1 Phone Holder for Selfie/Video Recording/Photo/Live Stream/Vlog\", \"asin\": \"\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"Fuloview 67\\u2018\\u2019 Selfie Stick Tripod, Phone Tripod with Wireless Remote Control, Portable Selfie Stick for Photograph, Live Streaming, Video Recording, Compatible with All Cell Phones, Black\", \"asin\": \"\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"62\\\" Phone Tripod & Selfie Stick, Tripod for iPhone with Remote, Portable, Lightweight Travel Tripod for Selfies Video Recording Vlog, Extendable iPhone Tripod Stand Compatible with iPhone Android\", \"asin\": \"\", \"price\": \"$16.96\", \"quantity\": \"\"},\n{\"title\": \"Pnitri 71'' Phone Tripod Stand, Extendable Reinforced Aluminum Phone Stand with Wireless Remote, Stable Cellphone Tripod Compatible with iPhone 15/14/13 Galaxy S23/S22 Huawei.\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 64-inch Extendable Tripod for iPhones and Smartphones, Selfie Stick Mode and Phone Tripod Mode, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Phone Tripod, 86\\\" Tall Tripod for iPhone with Flexible Gooseneck & Remote, Portable Aluminum Cellphone Stand for Selfies, Video Recording,Travel, Compatible with iPhone Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Blue, Pack of 14\", \"asin\": \"\", \"price\": \"$17.22\", \"quantity\": \"\"},\n{\"title\": \"PILOT Razor Point Fine Line Marker Pens, Ultra-Fine Point (0.3mm) Blue Ink, 12-Pack (11004)\", \"asin\": \"\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Stick Rolling Ball Pens, Extra Fine Point, Blue Ink, Pack Of 6\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pilot G2 Retractable Premium Gel Ink Roller Ball Pens Fine Pt, Navy Blue, Pack Of 6\", \"asin\": \"\", \"price\": \"$9.74\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V7 Stick Rolling Ball Pens, Fine Point, Blue Ink, 6 Pack\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Stick Liquid Ink Rolling Ball Stick Pens, Extra Fine Point (0.5mm) Black Ink, 9-Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Roller Ball Stick Pens, 0.5mm, Extra Fine, Green Ink, 6-Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V7 Stick Liquid Ink Rolling Ball Stick Pens, Fine Point, Assorted Ink, 8-Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot - Set of 4 V5 Liquid Ink Rollerball 0.5mm - Black, Blue, Red, Green - Fine Tip\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Deco Premium Rolling Ball Pen Extra Fine, 0.5mm, Assorted 5 pk (12565)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V5 Rolling Ball Pen Extra Fine Point - 0.5mm - Bulk 10 Pack of 5 Black and 5 Blue Liquid Ink Rollerball Pens\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"EYEYE Blue Pens 0.5mm Liquid Ink Rollerball Pen, 25 Pack Extra Fine Point Quick Dry, Blue Ink Pens Fine Point Smooth Writing Pen for Journaling, Note Taking, Office, School Supplies\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V7 Rolling Ball Stick Pen with Liquid Ink, 0.7mm Fine Point, Harmony Color Collection, 6 Pack (Lilac)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Shuttle Art RollerBall Pens, 25 Pack Blue Fine Point Roller Ball Pens, 0.5mm Liquid Ink Pens for Writing Journaling Taking Notes School Office\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 608 V5 Casual Comfort Cross Trainer\", \"asin\": \"\", \"price\": \"$33.44\", \"quantity\": \"\"},\n{\"title\": \"Skechers Men's Vigor 2.0 Trait Memory Foam Sneaker\", \"asin\": \"\", \"price\": \"$104.99\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 577 V1 Lace-Up Shoe\", \"asin\": \"\", \"price\": \"$62.97\", \"quantity\": \"\"},\n{\"title\": \"Skechers Men's Energy Afterburn Lace-Up Sneaker\", \"asin\": \"\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Ultra 7 DMX Max Walking Sneakers for Men Shoe, Black/Grey/Royal, 10.5\", \"asin\": \"\", \"price\": \"$42.23\", \"quantity\": \"\"},\n{\"title\": \"Fila Men's Memory Workshift-m Shoes\", \"asin\": \"\", \"price\": \"$44.38\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 877 V1 Walking Shoe\", \"asin\": \"\", \"price\": \"$78.84\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's Fresh Foam 510 V6 Trail Running Shoe\", \"asin\": \"\", \"price\": \"$44.07\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 410 V8 Trail Running Shoe\", \"asin\": \"\", \"price\": \"$47.94\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's Slip Resistant 626 V2 Industrial Shoe\", \"asin\": \"\", \"price\": \"$66.54\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 411 V1 Training Shoe\", \"asin\": \"\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 460 V4 Running Shoe\", \"asin\": \"\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Under Armour Men's Charged Assert 9 Running Shoe\", \"asin\": \"\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"FitVille Extra Wide Walking Shoes for Men Wide Width Sneakers for Flat Feet Arch Fit Heel Pain Relief - Rebound Core\", \"asin\": \"\", \"price\": \"$69.85\", \"quantity\": \"\"},\n{\"title\": \"Magic Bullet Blender, Small, Silver, 11 Piece Set\", \"asin\": \"\", \"price\": \"$39.88\", \"quantity\": \"\"},\n{\"title\": \"magic bullet Combo Blender, 48oz Pitcher, Blending Cup, Simple Speed Dial \\u2013 MBF50200\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Fit Compact Personal Blender, Portable Blender for-Smoothies, Shakes, Food Prep, and Frozen Blending, 700-Watt Base, (2) 16-oz. Cups and Spout Lids, Black QB3001SS\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"nutribullet Personal Blender for Shakes, Smoothies, Food Prep, and Frozen Blending, 24 Ounces, 600 Watt, Gray, (NBR-0601)\", \"asin\": \"\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"nutribullet Pro 900 Watt Personal Blender - 13-Piece High-Speed Blender/Mixer System, Champagne\", \"asin\": \"\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"TOPZEE Personal Smoothie Blender - 1000W Single Serve Smoothie Maker with 24oz Portable Travel Cups, Ideal for Protein Shakes, Frozen Drinks, and Kitchen Use\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ganiza Smoothie Blender, Blender for Shakes and Smoothies, 15-Piece Personal Blender and Grinder Combo for Kitchen, Smoothies Maker with 4 BPA-Free Portable Blender Cup, Nutritious Recipe, MAX 900W\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Magic Bullet Blender Cups Tall 22oz Cup with Flip Top To-Go Lid Replacement Part Cup Mug with Handle Compatible with 250w MB1001 Magic Bullet Mugs & Cups Blender Milk Juicer Mixer Accessories\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"1200W Smoothie Blender, Abuler Personal Blender for Shakes and Smoothies, 13 Pieces with 22 OZ To-Go Cup Portable Blenderfor Kitchen Smoothie Ice Protein Frozen Juices Drink, Spices, BPA Free\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Beach Power Elite Wave Action Blender For Smoothies, 40 Oz Glass Jar, 12 Functions Including Puree, Crush Ice, Black, 700 Watts, Black (58148A)\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"5-piece Magic Bullet Blender Cups, Tall 22oz Cup with Flip-Top To-Go Lid, Cross Blade, Blender Replacement Parts, Mug with Handle Compatible with Magic Bullet 250w MB1001\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"nutribullet\\u00ae Pro+ 1200 Watt Personal Blender with Pulse Function SKU \\u2013 Matte Black\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Blast Max, Portable Blender + Twist & Go, Personal Blender, Ninja Blender, Smoothie, Blend, Ice Crush, 3 Programs, Cordless, 22 oz removable Vessel, Dishwasher Safe, Leakproof, Grey, BC251GY\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ganiza Blender for Smoothies, 14Pcs Personal Blender for Shake and Smoothies for Kitchen with 3 Portable Blender Cups (1x24oz & 2X17oz), Single Serve Smoothie Maker, Nutritious Recipe Smoothie Blender\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T18:29:25.277Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fuloview 60'' Selfie Stick Tripod,Tripod for iPhone Wireless Remote for Selfies,Group Photograph,Video Recording. Phone Stand Compatible with iPhone Android Phone,Camera\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SelfieShow Selfie Stick, Extendable Selfie Stick Tripod with Wireless Remote and Tripod Stand, Portable, Lightweight, Compatible with iPhone 15 14 13 12 Pro Xs Max X 8Plus, Samsung Smartphone and More\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TODI 63\\\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"62\\\" Phone Tripod - MIIASI Extendable Tripod for iPhone and Selfie Stick Tripod with Remote, 360\\u00b0 Ball Head Upgraded Cell Phone Tripod for Video Recording, iPhone 14/13/12 Pro Max/Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Aureday Phone Tripod, Flexible Tripod for iPhone and Android Cell Phone, Portable Small Tripod with Wireless Remote and Clip for Video Recording/Vlogging/Selfie Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 64\\\" Camera Tripod Stand, Versatile Phone & iPad Tripod with Wireless Remote and 2-in-1 Phone Holder for Selfie/Video Recording/Photo/Live Stream/Vlog\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fuloview 67\\u2018\\u2019 Selfie Stick Tripod, Phone Tripod with Wireless Remote Control, Portable Selfie Stick for Photograph, Live Streaming, Video Recording, Compatible with All Cell Phones, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"62\\\" Phone Tripod & Selfie Stick, Tripod for iPhone with Remote, Portable, Lightweight Travel Tripod for Selfies Video Recording Vlog, Extendable iPhone Tripod Stand Compatible with iPhone Android\", \"asin\": \"\", \"price\": \"$16.96\", \"quantity\": \"\"},\n{\"title\": \"Pnitri 71'' Phone Tripod Stand, Extendable Reinforced Aluminum Phone Stand with Wireless Remote, Stable Cellphone Tripod Compatible with iPhone 15/14/13 Galaxy S23/S22 Huawei.\", \"asin\": \"\", \"price\": \"$14.44\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 64-inch Extendable Tripod for iPhones and Smartphones, Selfie Stick Mode and Phone Tripod Mode, Black\", \"asin\": \"\", \"price\": \"$20.89\", \"quantity\": \"\"},\n{\"title\": \"Phone Tripod, 86\\\" Tall Tripod for iPhone with Flexible Gooseneck & Remote, Portable Aluminum Cellphone Stand for Selfies, Video Recording,Travel, Compatible with iPhone Android\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"PHOSNOVA Cell Phone Tripod Stand,25\\\" Selfie Stick Tripod with Phone Holder,Extendable Desk Tripod for iPhone,Camera,Gopro\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TONEOF 66\\\" Automatic Phone Tripod with Magnetic Rechargable Remote,Selfie Stick 360\\u00b0 Vertical & Horizontal Rotatable,Stable for iPhone/Android(Black)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Blue, Pack of 14\", \"asin\": \"\", \"price\": \"$17.22\", \"quantity\": \"\"},\n{\"title\": \"PILOT Razor Point Fine Line Marker Pens, Ultra-Fine Point (0.3mm) Blue Ink, 12-Pack (11004)\", \"asin\": \"\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Stick Rolling Ball Pens, Extra Fine Point, Blue Ink, Pack Of 6\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pilot G2 Retractable Premium Gel Ink Roller Ball Pens Fine Pt, Navy Blue, Pack Of 6\", \"asin\": \"\", \"price\": \"$9.74\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V7 Stick Rolling Ball Pens, Fine Point, Blue Ink, 6 Pack\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Stick Liquid Ink Rolling Ball Stick Pens, Extra Fine Point (0.5mm) Black Ink, 9-Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Roller Ball Stick Pens, 0.5mm, Extra Fine, Green Ink, 6-Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V7 Stick Liquid Ink Rolling Ball Stick Pens, Fine Point, Assorted Ink, 8-Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot - Set of 4 V5 Liquid Ink Rollerball 0.5mm - Black, Blue, Red, Green - Fine Tip\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Deco Premium Rolling Ball Pen Extra Fine, 0.5mm, Assorted 5 pk (12565)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V5 Rolling Ball Pen Extra Fine Point - 0.5mm - Bulk 10 Pack of 5 Black and 5 Blue Liquid Ink Rollerball Pens\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"EYEYE Blue Pens 0.5mm Liquid Ink Rollerball Pen, 25 Pack Extra Fine Point Quick Dry, Blue Ink Pens Fine Point Smooth Writing Pen for Journaling, Note Taking, Office, School Supplies\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V7 Rolling Ball Stick Pen with Liquid Ink, 0.7mm Fine Point, Harmony Color Collection, 6 Pack (Lilac)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Shuttle Art RollerBall Pens, 25 Pack Blue Fine Point Roller Ball Pens, 0.5mm Liquid Ink Pens for Writing Journaling Taking Notes School Office\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 608 V5 Casual Comfort Cross Trainer\", \"asin\": \"\", \"price\": \"$33.44\", \"quantity\": \"\"},\n{\"title\": \"Skechers Men's Vigor 2.0 Trait Memory Foam Sneaker\", \"asin\": \"\", \"price\": \"$104.99\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 577 V1 Lace-Up Shoe\", \"asin\": \"\", \"price\": \"$62.97\", \"quantity\": \"\"},\n{\"title\": \"Skechers Men's Energy Afterburn Lace-Up Sneaker\", \"asin\": \"\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Ultra 7 DMX Max Walking Sneakers for Men Shoe, Black/Grey/Royal, 10.5\", \"asin\": \"\", \"price\": \"$42.23\", \"quantity\": \"\"},\n{\"title\": \"Fila Men's Memory Workshift-m Shoes\", \"asin\": \"\", \"price\": \"$44.38\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 877 V1 Walking Shoe\", \"asin\": \"\", \"price\": \"$78.84\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's Fresh Foam 510 V6 Trail Running Shoe\", \"asin\": \"\", \"price\": \"$44.07\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 410 V8 Trail Running Shoe\", \"asin\": \"\", \"price\": \"$47.94\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's Slip Resistant 626 V2 Industrial Shoe\", \"asin\": \"\", \"price\": \"$66.54\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 411 V1 Training Shoe\", \"asin\": \"\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 460 V4 Running Shoe\", \"asin\": \"\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Under Armour Men's Charged Assert 9 Running Shoe\", \"asin\": \"\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"FitVille Extra Wide Walking Shoes for Men Wide Width Sneakers for Flat Feet Arch Fit Heel Pain Relief - Rebound Core\", \"asin\": \"\", \"price\": \"$69.85\", \"quantity\": \"\"},\n{\"title\": \"Magic Bullet Blender, Small, Silver, 11 Piece Set\", \"asin\": \"\", \"price\": \"$39.88\", \"quantity\": \"\"},\n{\"title\": \"magic bullet Combo Blender, 48oz Pitcher, Blending Cup, Simple Speed Dial \\u2013 MBF50200\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Fit Compact Personal Blender, Portable Blender for-Smoothies, Shakes, Food Prep, and Frozen Blending, 700-Watt Base, (2) 16-oz. Cups and Spout Lids, Black QB3001SS\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"nutribullet Personal Blender for Shakes, Smoothies, Food Prep, and Frozen Blending, 24 Ounces, 600 Watt, Gray, (NBR-0601)\", \"asin\": \"\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"nutribullet Pro 900 Watt Personal Blender - 13-Piece High-Speed Blender/Mixer System, Champagne\", \"asin\": \"\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"TOPZEE Personal Smoothie Blender - 1000W Single Serve Smoothie Maker with 24oz Portable Travel Cups, Ideal for Protein Shakes, Frozen Drinks, and Kitchen Use\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ganiza Smoothie Blender, Blender for Shakes and Smoothies, 15-Piece Personal Blender and Grinder Combo for Kitchen, Smoothies Maker with 4 BPA-Free Portable Blender Cup, Nutritious Recipe, MAX 900W\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Magic Bullet Blender Cups Tall 22oz Cup with Flip Top To-Go Lid Replacement Part Cup Mug with Handle Compatible with 250w MB1001 Magic Bullet Mugs & Cups Blender Milk Juicer Mixer Accessories\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"1200W Smoothie Blender, Abuler Personal Blender for Shakes and Smoothies, 13 Pieces with 22 OZ To-Go Cup Portable Blenderfor Kitchen Smoothie Ice Protein Frozen Juices Drink, Spices, BPA Free\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Beach Power Elite Wave Action Blender For Smoothies, 40 Oz Glass Jar, 12 Functions Including Puree, Crush Ice, Black, 700 Watts, Black (58148A)\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"5-piece Magic Bullet Blender Cups, Tall 22oz Cup with Flip-Top To-Go Lid, Cross Blade, Blender Replacement Parts, Mug with Handle Compatible with Magic Bullet 250w MB1001\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"nutribullet\\u00ae Pro+ 1200 Watt Personal Blender with Pulse Function SKU \\u2013 Matte Black\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Blast Max, Portable Blender + Twist & Go, Personal Blender, Ninja Blender, Smoothie, Blend, Ice Crush, 3 Programs, Cordless, 22 oz removable Vessel, Dishwasher Safe, Leakproof, Grey, BC251GY\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ganiza Blender for Smoothies, 14Pcs Personal Blender for Shake and Smoothies for Kitchen with 3 Portable Blender Cups (1x24oz & 2X17oz), Single Serve Smoothie Maker, Nutritious Recipe Smoothie Blender\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T19:14:18.292Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T19:14:18.292Z
|
click
|
nav_bar
|
rule
|
train
| 1,268 |
2025-04-07T19:14:18.292Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"},
{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12", "asin": "B00006IEBI", "price": "$14.76", "quantity": "1"}],
"promotion_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "", "price": "", "quantity": ""},
{"title": "Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras", "asin": "", "price": "", "quantity": ""},
{"title": "Fuloview 60'' Selfie Stick Tripod,Tripod for iPhone Wireless Remote for Selfies,Group Photograph,Video Recording. Phone Stand Compatible with iPhone Android Phone,Camera", "asin": "", "price": "", "quantity": ""},
{"title": "Sensyne 60\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\uff08Black\uff09", "asin": "", "price": "", "quantity": ""},
{"title": "SelfieShow Selfie Stick, Extendable Selfie Stick Tripod with Wireless Remote and Tripod Stand, Portable, Lightweight, Compatible with iPhone 15 14 13 12 Pro Xs Max X 8Plus, Samsung Smartphone and More", "asin": "", "price": "", "quantity": ""},
{"title": "Aureday 67\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod", "asin": "", "price": "", "quantity": ""},
{"title": "TODI 63\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android", "asin": "", "price": "", "quantity": ""},
{"title": "62\" Phone Tripod - MIIASI Extendable Tripod for iPhone and Selfie Stick Tripod with Remote, 360\u00b0 Ball Head Upgraded Cell Phone Tripod for Video Recording, iPhone 14/13/12 Pro Max/Android", "asin": "", "price": "", "quantity": ""},
{"title": "Aureday Phone Tripod, Flexible Tripod for iPhone and Android Cell Phone, Portable Small Tripod with Wireless Remote and Clip for Video Recording/Vlogging/Selfie Black", "asin": "", "price": "", "quantity": ""},
{"title": "Sensyne 64\" Camera Tripod Stand, Versatile Phone & iPad Tripod with Wireless Remote and 2-in-1 Phone Holder for Selfie/Video Recording/Photo/Live Stream/Vlog", "asin": "", "price": "", "quantity": ""},
{"title": "Fugetek 51\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black", "asin": "", "price": "", "quantity": ""},
{"title": "Fuloview 67\u2018\u2019 Selfie Stick Tripod, Phone Tripod with Wireless Remote Control, Portable Selfie Stick for Photograph, Live Streaming, Video Recording, Compatible with All Cell Phones, Black", "asin": "", "price": "", "quantity": ""},
{"title": "62\" Phone Tripod & Selfie Stick, Tripod for iPhone with Remote, Portable, Lightweight Travel Tripod for Selfies Video Recording Vlog, Extendable iPhone Tripod Stand Compatible with iPhone Android", "asin": "", "price": "$16.96", "quantity": ""},
{"title": "Pnitri 71'' Phone Tripod Stand, Extendable Reinforced Aluminum Phone Stand with Wireless Remote, Stable Cellphone Tripod Compatible with iPhone 15/14/13 Galaxy S23/S22 Huawei.", "asin": "", "price": "$14.44", "quantity": ""},
{"title": "Amazon Basics 64-inch Extendable Tripod for iPhones and Smartphones, Selfie Stick Mode and Phone Tripod Mode, Black", "asin": "", "price": "$20.89", "quantity": ""},
{"title": "Phone Tripod, 86\" Tall Tripod for iPhone with Flexible Gooseneck & Remote, Portable Aluminum Cellphone Stand for Selfies, Video Recording,Travel, Compatible with iPhone Android", "asin": "", "price": "$25.99", "quantity": ""},
{"title": "71\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\u00b0 Rotation Compatible with iPhone Android Phone, Camera", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "PHOSNOVA Cell Phone Tripod Stand,25\" Selfie Stick Tripod with Phone Holder,Extendable Desk Tripod for iPhone,Camera,Gopro", "asin": "", "price": "", "quantity": ""},
{"title": "71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR", "asin": "", "price": "", "quantity": ""},
{"title": "TONEOF 66\" Automatic Phone Tripod with Magnetic Rechargable Remote,Selfie Stick 360\u00b0 Vertical & Horizontal Rotatable,Stable for iPhone/Android(Black)", "asin": "", "price": "", "quantity": ""},
{"title": "Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Blue, Pack of 14", "asin": "", "price": "$17.22", "quantity": ""},
{"title": "PILOT Razor Point Fine Line Marker Pens, Ultra-Fine Point (0.3mm) Blue Ink, 12-Pack (11004)", "asin": "", "price": "$13.49", "quantity": ""},
{"title": "Pilot Precise V5 Stick Rolling Ball Pens, Extra Fine Point, Blue Ink, Pack Of 6", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Pilot G2 Retractable Premium Gel Ink Roller Ball Pens Fine Pt, Navy Blue, Pack Of 6", "asin": "", "price": "$9.74", "quantity": ""},
{"title": "Pilot Precise V7 Stick Rolling Ball Pens, Fine Point, Blue Ink, 6 Pack", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Pilot Precise V5 Stick Liquid Ink Rolling Ball Stick Pens, Extra Fine Point (0.5mm) Black Ink, 9-Pack", "asin": "", "price": "", "quantity": ""},
{"title": "Pilot Precise V5 Roller Ball Stick Pens, 0.5mm, Extra Fine, Green Ink, 6-Count", "asin": "", "price": "", "quantity": ""},
{"title": "PILOT Precise V7 Stick Liquid Ink Rolling Ball Stick Pens, Fine Point, Assorted Ink, 8-Pack", "asin": "", "price": "", "quantity": ""},
{"title": "Pilot - Set of 4 V5 Liquid Ink Rollerball 0.5mm - Black, Blue, Red, Green - Fine Tip", "asin": "", "price": "", "quantity": ""},
{"title": "Pilot Precise V5 Deco Premium Rolling Ball Pen Extra Fine, 0.5mm, Assorted 5 pk (12565)", "asin": "", "price": "", "quantity": ""},
{"title": "PILOT Precise V5 Rolling Ball Pen Extra Fine Point - 0.5mm - Bulk 10 Pack of 5 Black and 5 Blue Liquid Ink Rollerball Pens", "asin": "", "price": "", "quantity": ""},
{"title": "EYEYE Blue Pens 0.5mm Liquid Ink Rollerball Pen, 25 Pack Extra Fine Point Quick Dry, Blue Ink Pens Fine Point Smooth Writing Pen for Journaling, Note Taking, Office, School Supplies", "asin": "", "price": "", "quantity": ""},
{"title": "PILOT Precise V7 Rolling Ball Stick Pen with Liquid Ink, 0.7mm Fine Point, Harmony Color Collection, 6 Pack (Lilac)", "asin": "", "price": "", "quantity": ""},
{"title": "Shuttle Art RollerBall Pens, 25 Pack Blue Fine Point Roller Ball Pens, 0.5mm Liquid Ink Pens for Writing Journaling Taking Notes School Office", "asin": "", "price": "", "quantity": ""},
{"title": "New Balance Men's 608 V5 Casual Comfort Cross Trainer", "asin": "", "price": "$33.44", "quantity": ""},
{"title": "Skechers Men's Vigor 2.0 Trait Memory Foam Sneaker", "asin": "", "price": "$104.99", "quantity": ""},
{"title": "New Balance Men's 577 V1 Lace-Up Shoe", "asin": "", "price": "$62.97", "quantity": ""},
{"title": "Skechers Men's Energy Afterburn Lace-Up Sneaker", "asin": "", "price": "$52.99", "quantity": ""},
{"title": "Reebok Ultra 7 DMX Max Walking Sneakers for Men Shoe, Black/Grey/Royal, 10.5", "asin": "", "price": "$42.23", "quantity": ""},
{"title": "Fila Men's Memory Workshift-m Shoes", "asin": "", "price": "$44.38", "quantity": ""},
{"title": "New Balance Men's 877 V1 Walking Shoe", "asin": "", "price": "$78.84", "quantity": ""},
{"title": "New Balance Men's Fresh Foam 510 V6 Trail Running Shoe", "asin": "", "price": "$44.07", "quantity": ""},
{"title": "New Balance Men's 410 V8 Trail Running Shoe", "asin": "", "price": "$47.94", "quantity": ""},
{"title": "New Balance Men's Slip Resistant 626 V2 Industrial Shoe", "asin": "", "price": "$66.54", "quantity": ""},
{"title": "New Balance Men's 411 V1 Training Shoe", "asin": "", "price": "$70.00", "quantity": ""},
{"title": "New Balance Men's 460 V4 Running Shoe", "asin": "", "price": "$44.99", "quantity": ""},
{"title": "Under Armour Men's Charged Assert 9 Running Shoe", "asin": "", "price": "$49.95", "quantity": ""},
{"title": "FitVille Extra Wide Walking Shoes for Men Wide Width Sneakers for Flat Feet Arch Fit Heel Pain Relief - Rebound Core", "asin": "", "price": "$69.85", "quantity": ""},
{"title": "Magic Bullet Blender, Small, Silver, 11 Piece Set", "asin": "", "price": "$39.88", "quantity": ""},
{"title": "magic bullet Combo Blender, 48oz Pitcher, Blending Cup, Simple Speed Dial \u2013 MBF50200", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Ninja Fit Compact Personal Blender, Portable Blender for-Smoothies, Shakes, Food Prep, and Frozen Blending, 700-Watt Base, (2) 16-oz. Cups and Spout Lids, Black QB3001SS", "asin": "", "price": "$54.99", "quantity": ""},
{"title": "nutribullet Personal Blender for Shakes, Smoothies, Food Prep, and Frozen Blending, 24 Ounces, 600 Watt, Gray, (NBR-0601)", "asin": "", "price": "$57.96", "quantity": ""},
{"title": "nutribullet Pro 900 Watt Personal Blender - 13-Piece High-Speed Blender/Mixer System, Champagne", "asin": "", "price": "$80.00", "quantity": ""},
{"title": "TOPZEE Personal Smoothie Blender - 1000W Single Serve Smoothie Maker with 24oz Portable Travel Cups, Ideal for Protein Shakes, Frozen Drinks, and Kitchen Use", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "Ganiza Smoothie Blender, Blender for Shakes and Smoothies, 15-Piece Personal Blender and Grinder Combo for Kitchen, Smoothies Maker with 4 BPA-Free Portable Blender Cup, Nutritious Recipe, MAX 900W", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "2 Pack Magic Bullet Blender Cups Tall 22oz Cup with Flip Top To-Go Lid Replacement Part Cup Mug with Handle Compatible with 250w MB1001 Magic Bullet Mugs & Cups Blender Milk Juicer Mixer Accessories", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "1200W Smoothie Blender, Abuler Personal Blender for Shakes and Smoothies, 13 Pieces with 22 OZ To-Go Cup Portable Blenderfor Kitchen Smoothie Ice Protein Frozen Juices Drink, Spices, BPA Free", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "Hamilton Beach Power Elite Wave Action Blender For Smoothies, 40 Oz Glass Jar, 12 Functions Including Puree, Crush Ice, Black, 700 Watts, Black (58148A)", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "5-piece Magic Bullet Blender Cups, Tall 22oz Cup with Flip-Top To-Go Lid, Cross Blade, Blender Replacement Parts, Mug with Handle Compatible with Magic Bullet 250w MB1001", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "nutribullet\u00ae Pro+ 1200 Watt Personal Blender with Pulse Function SKU \u2013 Matte Black", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "Ninja Blast Max, Portable Blender + Twist & Go, Personal Blender, Ninja Blender, Smoothie, Blend, Ice Crush, 3 Programs, Cordless, 22 oz removable Vessel, Dishwasher Safe, Leakproof, Grey, BC251GY", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "Ganiza Blender for Smoothies, 14Pcs Personal Blender for Shake and Smoothies for Kitchen with 3 Portable Blender Cups (1x24oz & 2X17oz), Single Serve Smoothie Maker, Nutritious Recipe Smoothie Blender", "asin": "", "price": "$29.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T19:14:18.292Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T19:14:18.292Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T19:14:18.292Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 1268,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Black, Pack of 12\", \"asin\": \"B00006IEBI\", \"price\": \"$14.76\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Phone Tripod, Flexible Cell Phone Tripod with Phone Holder and Wireless Remote, Mini Travel Tripod Stand, Compatible with All Cell Phones, Cameras\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fuloview 60'' Selfie Stick Tripod,Tripod for iPhone Wireless Remote for Selfies,Group Photograph,Video Recording. Phone Stand Compatible with iPhone Android Phone,Camera\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 60\\\" Phone Tripod & Selfie Stick, Lightweight All in One Phone Tripod Integrated with Wireless Remote Compatible with All Cell Phones for Selfie/Video Recording/Photo/Live Stream/Vlog\\uff08Black\\uff09\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SelfieShow Selfie Stick, Extendable Selfie Stick Tripod with Wireless Remote and Tripod Stand, Portable, Lightweight, Compatible with iPhone 15 14 13 12 Pro Xs Max X 8Plus, Samsung Smartphone and More\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Aureday 67\\\" Phone Tripod, Extendable Cell Phone and Camera Tripod Stand with Wireless Remote & Phone Holder, Aluminum Selfie Stick Tripod\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TODI 63\\\" Cell Phone Selfie Stick Tripod, Portable Tripod for iPhone with Wireless Remote, Extendable Smartphone Stand, All-in-1, Compatible with iPhone/Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"62\\\" Phone Tripod - MIIASI Extendable Tripod for iPhone and Selfie Stick Tripod with Remote, 360\\u00b0 Ball Head Upgraded Cell Phone Tripod for Video Recording, iPhone 14/13/12 Pro Max/Android\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Aureday Phone Tripod, Flexible Tripod for iPhone and Android Cell Phone, Portable Small Tripod with Wireless Remote and Clip for Video Recording/Vlogging/Selfie Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 64\\\" Camera Tripod Stand, Versatile Phone & iPad Tripod with Wireless Remote and 2-in-1 Phone Holder for Selfie/Video Recording/Photo/Live Stream/Vlog\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fugetek 51\\\" Professional Selfie Stick Tripod, 100% All Aluminum Stick & Legs, Lightweight, Detachable Bluetooth Remote, Portable All in One, Compatible with iPhone & Android, Non Skid Feet, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fuloview 67\\u2018\\u2019 Selfie Stick Tripod, Phone Tripod with Wireless Remote Control, Portable Selfie Stick for Photograph, Live Streaming, Video Recording, Compatible with All Cell Phones, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"62\\\" Phone Tripod & Selfie Stick, Tripod for iPhone with Remote, Portable, Lightweight Travel Tripod for Selfies Video Recording Vlog, Extendable iPhone Tripod Stand Compatible with iPhone Android\", \"asin\": \"\", \"price\": \"$16.96\", \"quantity\": \"\"},\n{\"title\": \"Pnitri 71'' Phone Tripod Stand, Extendable Reinforced Aluminum Phone Stand with Wireless Remote, Stable Cellphone Tripod Compatible with iPhone 15/14/13 Galaxy S23/S22 Huawei.\", \"asin\": \"\", \"price\": \"$14.44\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 64-inch Extendable Tripod for iPhones and Smartphones, Selfie Stick Mode and Phone Tripod Mode, Black\", \"asin\": \"\", \"price\": \"$20.89\", \"quantity\": \"\"},\n{\"title\": \"Phone Tripod, 86\\\" Tall Tripod for iPhone with Flexible Gooseneck & Remote, Portable Aluminum Cellphone Stand for Selfies, Video Recording,Travel, Compatible with iPhone Android\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"71\\\" Phone Tripod & Selfie Stick, All in One Extendable Cell Phone Tripod with Wireless Remote, Tripod Stand for iPhone & Travel Tripod 360\\u00b0 Rotation Compatible with iPhone Android Phone, Camera\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"PHOSNOVA Cell Phone Tripod Stand,25\\\" Selfie Stick Tripod with Phone Holder,Extendable Desk Tripod for iPhone,Camera,Gopro\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"71'' Phone Tripod & Selfie Stick, Tripod for iPhone with Detachable Remote, Portable Phone Tripod Stand for Video Recording, Travel Tripod for Cell Phone, Compatible with Smartphones, DSLR\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TONEOF 66\\\" Automatic Phone Tripod with Magnetic Rechargable Remote,Selfie Stick 360\\u00b0 Vertical & Horizontal Rotatable,Stable for iPhone/Android(Black)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot, Precise V5, Capped Liquid Ink Rolling Ball Pens, Extra Fine Point 0.5 mm, Blue, Pack of 14\", \"asin\": \"\", \"price\": \"$17.22\", \"quantity\": \"\"},\n{\"title\": \"PILOT Razor Point Fine Line Marker Pens, Ultra-Fine Point (0.3mm) Blue Ink, 12-Pack (11004)\", \"asin\": \"\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Stick Rolling Ball Pens, Extra Fine Point, Blue Ink, Pack Of 6\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pilot G2 Retractable Premium Gel Ink Roller Ball Pens Fine Pt, Navy Blue, Pack Of 6\", \"asin\": \"\", \"price\": \"$9.74\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V7 Stick Rolling Ball Pens, Fine Point, Blue Ink, 6 Pack\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Stick Liquid Ink Rolling Ball Stick Pens, Extra Fine Point (0.5mm) Black Ink, 9-Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Roller Ball Stick Pens, 0.5mm, Extra Fine, Green Ink, 6-Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V7 Stick Liquid Ink Rolling Ball Stick Pens, Fine Point, Assorted Ink, 8-Pack\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot - Set of 4 V5 Liquid Ink Rollerball 0.5mm - Black, Blue, Red, Green - Fine Tip\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Pilot Precise V5 Deco Premium Rolling Ball Pen Extra Fine, 0.5mm, Assorted 5 pk (12565)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V5 Rolling Ball Pen Extra Fine Point - 0.5mm - Bulk 10 Pack of 5 Black and 5 Blue Liquid Ink Rollerball Pens\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"EYEYE Blue Pens 0.5mm Liquid Ink Rollerball Pen, 25 Pack Extra Fine Point Quick Dry, Blue Ink Pens Fine Point Smooth Writing Pen for Journaling, Note Taking, Office, School Supplies\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PILOT Precise V7 Rolling Ball Stick Pen with Liquid Ink, 0.7mm Fine Point, Harmony Color Collection, 6 Pack (Lilac)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Shuttle Art RollerBall Pens, 25 Pack Blue Fine Point Roller Ball Pens, 0.5mm Liquid Ink Pens for Writing Journaling Taking Notes School Office\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 608 V5 Casual Comfort Cross Trainer\", \"asin\": \"\", \"price\": \"$33.44\", \"quantity\": \"\"},\n{\"title\": \"Skechers Men's Vigor 2.0 Trait Memory Foam Sneaker\", \"asin\": \"\", \"price\": \"$104.99\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 577 V1 Lace-Up Shoe\", \"asin\": \"\", \"price\": \"$62.97\", \"quantity\": \"\"},\n{\"title\": \"Skechers Men's Energy Afterburn Lace-Up Sneaker\", \"asin\": \"\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Ultra 7 DMX Max Walking Sneakers for Men Shoe, Black/Grey/Royal, 10.5\", \"asin\": \"\", \"price\": \"$42.23\", \"quantity\": \"\"},\n{\"title\": \"Fila Men's Memory Workshift-m Shoes\", \"asin\": \"\", \"price\": \"$44.38\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 877 V1 Walking Shoe\", \"asin\": \"\", \"price\": \"$78.84\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's Fresh Foam 510 V6 Trail Running Shoe\", \"asin\": \"\", \"price\": \"$44.07\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 410 V8 Trail Running Shoe\", \"asin\": \"\", \"price\": \"$47.94\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's Slip Resistant 626 V2 Industrial Shoe\", \"asin\": \"\", \"price\": \"$66.54\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 411 V1 Training Shoe\", \"asin\": \"\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"New Balance Men's 460 V4 Running Shoe\", \"asin\": \"\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Under Armour Men's Charged Assert 9 Running Shoe\", \"asin\": \"\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"FitVille Extra Wide Walking Shoes for Men Wide Width Sneakers for Flat Feet Arch Fit Heel Pain Relief - Rebound Core\", \"asin\": \"\", \"price\": \"$69.85\", \"quantity\": \"\"},\n{\"title\": \"Magic Bullet Blender, Small, Silver, 11 Piece Set\", \"asin\": \"\", \"price\": \"$39.88\", \"quantity\": \"\"},\n{\"title\": \"magic bullet Combo Blender, 48oz Pitcher, Blending Cup, Simple Speed Dial \\u2013 MBF50200\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Fit Compact Personal Blender, Portable Blender for-Smoothies, Shakes, Food Prep, and Frozen Blending, 700-Watt Base, (2) 16-oz. Cups and Spout Lids, Black QB3001SS\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"nutribullet Personal Blender for Shakes, Smoothies, Food Prep, and Frozen Blending, 24 Ounces, 600 Watt, Gray, (NBR-0601)\", \"asin\": \"\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"nutribullet Pro 900 Watt Personal Blender - 13-Piece High-Speed Blender/Mixer System, Champagne\", \"asin\": \"\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"TOPZEE Personal Smoothie Blender - 1000W Single Serve Smoothie Maker with 24oz Portable Travel Cups, Ideal for Protein Shakes, Frozen Drinks, and Kitchen Use\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ganiza Smoothie Blender, Blender for Shakes and Smoothies, 15-Piece Personal Blender and Grinder Combo for Kitchen, Smoothies Maker with 4 BPA-Free Portable Blender Cup, Nutritious Recipe, MAX 900W\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Magic Bullet Blender Cups Tall 22oz Cup with Flip Top To-Go Lid Replacement Part Cup Mug with Handle Compatible with 250w MB1001 Magic Bullet Mugs & Cups Blender Milk Juicer Mixer Accessories\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"1200W Smoothie Blender, Abuler Personal Blender for Shakes and Smoothies, 13 Pieces with 22 OZ To-Go Cup Portable Blenderfor Kitchen Smoothie Ice Protein Frozen Juices Drink, Spices, BPA Free\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Beach Power Elite Wave Action Blender For Smoothies, 40 Oz Glass Jar, 12 Functions Including Puree, Crush Ice, Black, 700 Watts, Black (58148A)\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"5-piece Magic Bullet Blender Cups, Tall 22oz Cup with Flip-Top To-Go Lid, Cross Blade, Blender Replacement Parts, Mug with Handle Compatible with Magic Bullet 250w MB1001\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"nutribullet\\u00ae Pro+ 1200 Watt Personal Blender with Pulse Function SKU \\u2013 Matte Black\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ninja Blast Max, Portable Blender + Twist & Go, Personal Blender, Ninja Blender, Smoothie, Blend, Ice Crush, 3 Programs, Cordless, 22 oz removable Vessel, Dishwasher Safe, Leakproof, Grey, BC251GY\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ganiza Blender for Smoothies, 14Pcs Personal Blender for Shake and Smoothies for Kitchen with 3 Portable Blender Cups (1x24oz & 2X17oz), Single Serve Smoothie Maker, Nutritious Recipe Smoothie Blender\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T19:14:18.292Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"perfume for men\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Armani Beauty - Stronger With You Intensely - Cologne for Men - Foug\\u00e8re Ambery Woody Men\\u2019s Fragrance - Pink Pepper, Lavender, Vanilla Notes\\nWoody Vanilla3.4 Fl Oz (Pack of 1)\", \"asin\": \"B0DBRSBNRZ\", \"price\": \"$120.00\", \"quantity\": \"\"},\n{\"title\": \"Ralph Lauren - Polo Blue - Eau de Toilette - Men's Cologne - Aquatic & Fresh - With Citrus, Sage, and Suede - Medium Intensity\\nAquatic, Fresh6.7 Fl Oz (Pack of 1)\", \"asin\": \"B000CCZ7ZE\", \"price\": \"$150.00\", \"quantity\": \"\"},\n{\"title\": \"Armani Beauty \\u2013 Acqua di Gi\\u00f2 \\u2013 Elixir \\u2013 Cologne for Men - Woody & Earthy Fragrance - With Notes of Violet, Leather, and Marine Accords \\u2013 1.6 Fl Oz\\nWood1.6 Fl Oz (Pack of 1)\", \"asin\": \"B0DQVNHK3G\", \"price\": \"$160.00\", \"quantity\": \"\"},\n{\"title\": \"Armani Beauty - Acqua di Gi\\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood\\nFresh6.7 Fl Oz (Pack of 1)\", \"asin\": \"B0002JVJ2C\", \"price\": \"$165.00\", \"quantity\": \"\"},\n{\"title\": \"Brickell Men's Accolade Cologne for Men, Italian Bergamot, Cedarwood, Sandalwood, Lemon, and Guaiac Wood Scent, Natural and Organic, 1.7 Ounces\\nCitrus,Lemon,Sandalwood1.7 Fl Oz (Pack of 1)\", \"asin\": \"B083T9LJCF\", \"price\": \"$60.00\", \"quantity\": \"\"},\n{\"title\": \"Ralph Lauren - Polo - Eau de Toilette - Men's Cologne - Woody & Spicy - With Pine, Patchouli, Leather, and Tobacco - Medium Intensity\\nWoody, Spicy4.2 Fl Oz (Pack of 1)\", \"asin\": \"B0C9KPBSV2\", \"price\": \"$110.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Armani beauty - Acqua di Gio - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood \\u2013 3.3 Fl Oz\", \"asin\": \"B000E7YK5K\"},\n{\"title\": \"Armani Beauty - Acqua di Gio - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood \\u2013 1.0 Fl Oz\", \"asin\": \"B0014XJJHW\"},\n{\"title\": \"Armani beauty - Acqua di Gio - Eau de Toilette Refill - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood \\u2013 5.0 Fl Oz\", \"asin\": \"B0DD1WYVQ6\"}],\n\"search_results\": [{\"title\": \"Armani Beauty - Acqua di Gi\\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood\", \"asin\": \"B000E7YK5K\", \"price\": \"$120.00\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12\"},\n{\"title\": \"Armani Beauty - Stronger With You Intensely - Cologne for Men - Foug\\u00e8re Ambery Woody Men\\u2019s Fragrance - Pink Pepper, Lavender, Vanilla Notes\", \"asin\": \"B0DBRSBNRZ\", \"price\": \"$120.00\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12\"},\n{\"title\": \"Armani Beauty- Code - Eau de Toilette - Cologne for Men - Ambery Woody Fragrance - Citrus, Lavandin, Tonka Bean Notes\", \"asin\": \"B0BV2M7RC1\", \"price\": \"$110.00\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12\"},\n{\"title\": \"Cremo Italian Bergamot Spray Cologne For Men, A Combination of Italian Bergamot, Neroli Blossom, and Fresh Vetiver, 3.4 Fl Oz\", \"asin\": \"B0DGW2LHVQ\", \"price\": \"$22.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"BellaVita Luxury G.O.A.T. Men's Eau De Parfum (3.4 fl.oz) | Natural Refreshing Notes of Bergamot, Lavender & Patchouli Oriental | Fresh Perfume for Men of All Time | Long-Lasting Perfume for Mens EDP\", \"asin\": \"B0BX656GMJ\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Nautica Voyage Eau de Toilette 3.3 fl oz (Pack of 1), Notes of Apple, Cedarwood, Mimosa, Men's Fragrance, Long Lasting, Everyday Fragrance, Travel Size\", \"asin\": \"B000P22TIY\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Overnight 4 AM - 8 AM on eligible orders Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"ARMAF club de nuit intense Man EDT Men New in Box, Black , 3.6 Fl Oz\", \"asin\": \"B00M3IFUMK\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Apr 14 - 16 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"Rasasi Hawas For Men - Eau de Parfum Spray 100ML (3.4 Oz), Premium Arabian Perfume for Men, A Signature Scent for Long-Lasting Fragrance - Ideal Men Perfumes For Special Occasions & Daily Elegance\", \"asin\": \"B01LDT51ZU\", \"price\": \"$23.83\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Versace Eros for Men 3.4 oz Eau de Toilette Spray\", \"asin\": \"B00B4TR3KG\", \"price\": \"$55.79\", \"delivery\": \"FREE delivery Mon, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"for Men Eau de Cologne Spray, 3.4 Oz\", \"asin\": \"B000273HTW\", \"price\": \"$18.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Versace The Dreamer for Men 3.4 oz Eau de Toilette Spray\", \"asin\": \"B000NVFM0E\", \"price\": \"$35.31\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Huron Eau de Parfum - Everyday Fragrance for Men - Clean & Woody Scent of Sandalwood, Black Pepper, Cedarwood, & Amber - Long Lasting Men's Cologne - Safe, Clean Ingredients - 1.7 Fl. Oz.\", \"asin\": \"B0BXFGK21W\", \"price\": \"$70.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ralph Lauren - Polo Blue - Eau de Toilette - Men's Cologne - Aquatic & Fresh - With Citrus, Sage, and Suede - Medium Intensity\", \"asin\": \"B0009OAGYC\", \"price\": \"$95.00\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12\"},\n{\"title\": \"Calvin Klein Eternity Men's Deodorant Spray\\u2013 With Notes of Mandarin, Sage, Cedarwood & Amber \\u2013 5.3 fl oz.\", \"asin\": \"B001BR4LCO\", \"price\": \"$24.00\", \"delivery\": \"Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Armani beauty - Acqua di Gio - After Shave - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood \\u2013 3.4 Fl Oz\", \"asin\": \"B0DBVT6RGX\", \"price\": \"$64.00\", \"delivery\": \"FREE delivery Apr 22 - 29 Or fastest delivery Apr 22 - 25\"},\n{\"title\": \"Afnan 9 PM For Men Eau De Parfum, 3.4 Fl. Oz\", \"asin\": \"B07RTQ4VM7\", \"price\": \"$27.81\", \"delivery\": \"FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hollister Wave Men Eau De Toilette, 3.4 Ounce, Multi, 100 ml\", \"asin\": \"B01GONKCVS\", \"price\": \"$19.69\", \"delivery\": \"Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lattafa Khamrah - Vanilla, Warm Spicy, Amber, Cinnamon - Eau de Parfum Long-Lasting Fragrance for Unisex, 3.40 Ounce / 100 ml\", \"asin\": \"B0B92Y18GT\", \"price\": \"$23.94\", \"delivery\": \"FREE delivery on $35 shipped by Amazon. Only 1 left in stock - order soon.\"},\n{\"title\": \"Christian Dior Sauvage Eau De Parfum Spray For Men, 3.4 Ounce\", \"asin\": \"B079TQS99Q\", \"price\": \"$129.89\", \"delivery\": \"FREE delivery Apr 14 - 16 Or fastest delivery Fri, Apr 11 Only 2 left in stock - order soon.\"},\n{\"title\": \"Ralph Lauren - Polo Sport - Eau De Toilette - Men's Cologne - Fresh & Clean - With Oak, Citrus, and Mint - Medium Intensity\", \"asin\": \"B0009OAGWE\", \"price\": \"$80.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Savage for Men 3.4 Oz Men's Eau De Toilette Spray Refreshing & Warm Masculine Scent for Daily Use Men's Casual Cologne Great Holiday Gift Smell Fresh All Day A Gift for Any Occasion\", \"asin\": \"B0891N6VLW\", \"price\": \"$21.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Armani Beauty - Code - Eau de Parfum - Cologne for Men - Foug\\u00e8re Ambery Spicy Men\\u2019s Fragrance - Green Mandarin, Nutmeg, Tonka Bean Notes\", \"asin\": \"B0DBRBVW63\", \"price\": \"$135.00\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12\"},\n{\"title\": \"Armani Beauty - Acqua di Gi\\u00f2 - Eau de Parfum - Cologne for Men - Fresh & Powerful Men\\u2019s Fragrance - Mandarin, Lavender, Patchouli Notes\", \"asin\": \"B09TPWLDC3\", \"price\": \"$190.00\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12\"},\n{\"title\": \"Versace Eros for Men 3.4 oz Eau de Parfum Spray\", \"asin\": \"B08F5FMLCQ\", \"price\": \"$59.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Carolina Herrera 212 By Carolina Herrera For Men. Eau De Toilette Spray, 3.4 Fl. Oz\", \"asin\": \"B001CT079C\", \"price\": \"$53.86\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Club De Nuit Intense - Limited Edition by Armaf for Men - 3.6 oz Parfum Spray\", \"asin\": \"B082PB98ZZ\", \"price\": \"$58.00\", \"delivery\": \"Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Dolce & Gabbana Light Blue Pour Homme, Eau De Toilette Spray, Fragrance For Men\", \"asin\": \"B000VOPG0E\", \"price\": \"$91.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Calvin Klein CK One Eau de Toilette \\u2013 Citrus Unisex Fragrance \\u2013 With Notes of Green Tea, Bergamot, Cardamom, Violet & Amber \\u2013 Luxury Unisex Perfumes \\u2013 Long Lasting Fragrance\", \"asin\": \"B000E7WFX4\", \"price\": \"$89.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Maison d'Orient OCEAN BLUE Cologne for Men, an Aromatic Woody Fragrance with Fresh Citrus, Woods and Vanilla 3.4 Oz\", \"asin\": \"B09QGFFWWW\", \"price\": \"$19.97\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Versace Cologne for Men Set of 4 Mini Eros, Pour Homme, Dylan Blue, Eau Fraiche Perfume for Men Fragrance Sampler Set - Designer Mens Cologne Samples (4 Count, 0.17 oz)\", \"asin\": \"B0DP3C4RG1\", \"price\": \"$32.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Armaf Odyssey - Mandarinsky Limited Edition for Men - 3.4 oz EDP Spray\", \"asin\": \"B0C3G9J5Q8\", \"price\": \"$29.90\", \"delivery\": \"FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Armaf Club De Nuit Intense Man Eau De Toilette, 3.6 Ounce, woody spicy\", \"asin\": \"B07YCLPMT6\", \"price\": \"$24.99\", \"delivery\": \"Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lattafa Qaed Al Fursan - Oriental, Fruity, Fresh, Amber Wood - Eau de Parfum Long-Lasting Fragrance for Unisex, 3.40 Ounce / 100 ml\", \"asin\": \"B09QBSCBX2\", \"price\": \"$18.13\", \"delivery\": \"FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Only 6 left in stock - order soon.\"},\n{\"title\": \"Armani Beauty - Acqua di Gi\\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood\", \"asin\": \"B000E7YK5K\", \"price\": \"$120.00\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12\"},\n{\"title\": \"Versace Eros Men's EDT\", \"asin\": \"B00MSZK0G4\", \"price\": \"$9.40\", \"delivery\": \"FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Azzaro The Most Wanted Parfum - Intense Mens Cologne - Spicy & Seductive Fragrance for Date Night - Lasting Wear - Irresistible Luxury Perfumes for Men\", \"asin\": \"B09VN62HF3\", \"price\": \"$135.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Dior Christian Sauvage Elixir For Men 3.4 Ounce\", \"asin\": \"B0BCWG85TB\", \"price\": \"$199.99\", \"delivery\": \"Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Reyane Tradition Insurrection (Classique)\", \"asin\": \"B000C1W49M\", \"price\": \"$21.95\", \"delivery\": \"FREE delivery Tue, Apr 15 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"Versace Eros for Men Eau de Parfum Spray, 6.7 Ounce\", \"asin\": \"B08F5DBKVV\", \"price\": \"$70.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"CHRISTIAN DIOR Sauvage For Men Eau De Toilette Spray, 6.8 Ounce\", \"asin\": \"B01IYNHHBY\", \"price\": \"$139.99\", \"delivery\": \"Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Yves Saint Laurent Men's Y Eau de Parfum, 3.3-oz.\", \"asin\": \"B07GB6B37N\", \"price\": \"$99.91\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Prada Luna Rossa Black for Men 3.4 oz Eau de Parfum Spray\", \"asin\": \"B07BKZS1H6\", \"price\": \"$79.99\", \"delivery\": \"Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Lattafa Asad Zanzibar - Fresh, Spicy, Vanilla, Coconut - Eau de Parfum Long-Lasting Fragrance for Men, 3.40 Ounce / 100 ml\", \"asin\": \"B0CWPS2CJS\", \"price\": \"$15.59\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Apr 11 - 15 Only 4 left in stock - order soon.\"},\n{\"title\": \"Lattafa Perfumes Shaheen Gold for Unisex Eau de Parfum Spray, 3.4 Ounce\", \"asin\": \"B0B6DYVDG7\", \"price\": \"$26.35\", \"delivery\": \"FREE delivery Mon, Apr 14 Only 20 left in stock - order soon.\"},\n{\"title\": \"Al Haramain Amber Oud Gold Edition Eau De Parfum Spray 60ml (2 oz) - Unisex Arabian Perfume for Women & Men, Long-Lasting Amber Cologne with Refreshing & Sweet Fragrance\", \"asin\": \"B07CGX34B2\", \"price\": \"$36.41\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"MONTBLANC Explorer Eau de Parfum - Long Lasting Fragrance with notes of Sage, Sandalwood & Patchouli - Woody & Aromatic\", \"asin\": \"B07K1BW1XY\", \"price\": \"$125.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Raw by RawChemistry A Pheromone Infused Cologne - A Cologne with Pheromones for Men 1 oz.\", \"asin\": \"B08GG7VBJ8\", \"price\": \"$26.77\", \"delivery\": \"Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Gucci Guilty by Gucci for Men Eau de Toilette Spray, 3 Fl Oz (Pack of 1)\", \"asin\": \"B004O24Q8W\", \"price\": \"$63.54\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"GUESS Marciano for Men Eau de Toilette Cologne Spray, 3.4 Fl Oz\", \"asin\": \"B0036FTEK8\", \"price\": \"$17.60\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lattafa Perfumes Asad for Unisex Eau de Parfum Spray, 3.4 Ounce\", \"asin\": \"B0B8TQ7YRW\", \"price\": \"$23.95\", \"delivery\": \"FREE delivery Mon, Apr 14 Or fastest delivery Thu, Apr 10\"},\n{\"title\": \"Lattafa Fakhar - Fresh, Fruity, Bergamot, Amber Wood - Eau de Parfum Long-Lasting Fragrance for Men, 3.40 Ounce / 100 ml\", \"asin\": \"B08RHWX6G1\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Tue, Apr 15 Or fastest delivery Thu, Apr 10\"},\n{\"title\": \"Bentley Intense B140408 Eau de Parfum, 3.4 Fluid Ounce\", \"asin\": \"B00CP7A1BY\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Yves Saint Laurent La Nuit De L'Homme by Yves Saint Laurent for Men - 3.3 oz EDT Spray\", \"asin\": \"B003UYL9KI\", \"price\": \"$65.98\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Jaguar Classic Gold Eau de Toilette Spray for Men, 3.4 Ounce\", \"asin\": \"B00B9828L6\", \"price\": \"$17.35\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Only 6 left in stock - order soon.\"},\n{\"title\": \"Swiss Army for Men 3.4 oz Eau de Toilette Spray (P40102)\", \"asin\": \"B003IK9SLQ\", \"price\": \"$22.12\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Le Male Le Parfum by Jean Paul Gaultier for Men 4.2 oz Eau de Parfum Intense Spray\", \"asin\": \"B08FBQWRYC\", \"price\": \"$104.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"RawChemistry For Him, Pheromone Infused Cologne Spray - Bold, Extra Strength Infused Formula 1 Fl. oz\", \"asin\": \"B014G8IYRM\", \"price\": \"$31.50\", \"delivery\": \"Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Adidas Moves Him Body Fragrance 2.5 fl oz (Pack of 1) , Notes of Green Apple, Cedarwood, Musk, Men's Fragrance, Long Lasting, Sporty Fragrance, Travel Size\", \"asin\": \"B00ZRPJK0Y\", \"price\": \"$8.12\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bad Boy by Carolina Herrera - Seductive, Spicy Men's Fragrance with Oriental Accords, 3.4 oz\", \"asin\": \"B07VQK6Q1H\", \"price\": \"$68.49\", \"delivery\": \"FREE delivery Apr 19 - 29 Or fastest delivery Apr 19 - 25\"},\n{\"title\": \"Armaf Club De Nuit Intense for Men Eau de Toilette Spray, 3.6 Ounce\", \"asin\": \"B07NPLPWJH\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Mon, Apr 14 Only 20 left in stock - order soon.\"},\n{\"title\": \"Deodorizing Body Spray for Men, Mens Body Refreshing Spray, Fragrance Mist, Pack of 3, Each 3.4 Fl Oz, Total 10.2 Fl Oz\", \"asin\": \"B0BZ8CQ5F6\", \"price\": \"$16.14\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 9 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Paco Rabanne 1 Million EDT Spray - Notes of Leather, Amber and Tangerine for Rebellious Men\", \"asin\": \"B002XQ1X4G\", \"price\": \"$83.38\", \"delivery\": \"Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Nautica Blue Eau de Toilette 3.4 fl oz (Pack of 1), Notes of Basil, Jasmine, and Cedarwood, Men's Fragrance, Long Lasting, Everyday Fragrance, Travel Size\", \"asin\": \"B003JTOS0C\", \"price\": \"$17.22\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T20:15:33.578Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T20:15:33.578Z
|
click_product
|
B000VOPG0E
|
rule
|
train
| 1,269 |
2025-04-08T20:15:33.578Z
|
click_product
|
B000VOPG0E
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "perfume for men"}],
"cart_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"promotion_items": [{"title": "Armani Beauty - Stronger With You Intensely - Cologne for Men - Foug\u00e8re Ambery Woody Men\u2019s Fragrance - Pink Pepper, Lavender, Vanilla Notes\nWoody Vanilla3.4 Fl Oz (Pack of 1)", "asin": "B0DBRSBNRZ", "price": "$120.00", "quantity": ""},
{"title": "Ralph Lauren - Polo Blue - Eau de Toilette - Men's Cologne - Aquatic & Fresh - With Citrus, Sage, and Suede - Medium Intensity\nAquatic, Fresh6.7 Fl Oz (Pack of 1)", "asin": "B000CCZ7ZE", "price": "$150.00", "quantity": ""},
{"title": "Armani Beauty \u2013 Acqua di Gi\u00f2 \u2013 Elixir \u2013 Cologne for Men - Woody & Earthy Fragrance - With Notes of Violet, Leather, and Marine Accords \u2013 1.6 Fl Oz\nWood1.6 Fl Oz (Pack of 1)", "asin": "B0DQVNHK3G", "price": "$160.00", "quantity": ""},
{"title": "Armani Beauty - Acqua di Gi\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood\nFresh6.7 Fl Oz (Pack of 1)", "asin": "B0002JVJ2C", "price": "$165.00", "quantity": ""},
{"title": "Brickell Men's Accolade Cologne for Men, Italian Bergamot, Cedarwood, Sandalwood, Lemon, and Guaiac Wood Scent, Natural and Organic, 1.7 Ounces\nCitrus,Lemon,Sandalwood1.7 Fl Oz (Pack of 1)", "asin": "B083T9LJCF", "price": "$60.00", "quantity": ""},
{"title": "Ralph Lauren - Polo - Eau de Toilette - Men's Cologne - Woody & Spicy - With Pine, Patchouli, Leather, and Tobacco - Medium Intensity\nWoody, Spicy4.2 Fl Oz (Pack of 1)", "asin": "B0C9KPBSV2", "price": "$110.00", "quantity": ""}],
"ads": [{"title": "Armani beauty - Acqua di Gio - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood \u2013 3.3 Fl Oz", "asin": "B000E7YK5K"},
{"title": "Armani Beauty - Acqua di Gio - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood \u2013 1.0 Fl Oz", "asin": "B0014XJJHW"},
{"title": "Armani beauty - Acqua di Gio - Eau de Toilette Refill - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood \u2013 5.0 Fl Oz", "asin": "B0DD1WYVQ6"}],
"search_results": [{"title": "Armani Beauty - Acqua di Gi\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood", "asin": "B000E7YK5K", "price": "$120.00", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12"},
{"title": "Armani Beauty - Stronger With You Intensely - Cologne for Men - Foug\u00e8re Ambery Woody Men\u2019s Fragrance - Pink Pepper, Lavender, Vanilla Notes", "asin": "B0DBRSBNRZ", "price": "$120.00", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12"},
{"title": "Armani Beauty- Code - Eau de Toilette - Cologne for Men - Ambery Woody Fragrance - Citrus, Lavandin, Tonka Bean Notes", "asin": "B0BV2M7RC1", "price": "$110.00", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12"},
{"title": "Cremo Italian Bergamot Spray Cologne For Men, A Combination of Italian Bergamot, Neroli Blossom, and Fresh Vetiver, 3.4 Fl Oz", "asin": "B0DGW2LHVQ", "price": "$22.99", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "BellaVita Luxury G.O.A.T. Men's Eau De Parfum (3.4 fl.oz) | Natural Refreshing Notes of Bergamot, Lavender & Patchouli Oriental | Fresh Perfume for Men of All Time | Long-Lasting Perfume for Mens EDP", "asin": "B0BX656GMJ", "price": "$19.99", "delivery": "FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"},
{"title": "Nautica Voyage Eau de Toilette 3.3 fl oz (Pack of 1), Notes of Apple, Cedarwood, Mimosa, Men's Fragrance, Long Lasting, Everyday Fragrance, Travel Size", "asin": "B000P22TIY", "price": "$14.99", "delivery": "Prime members get FREE delivery Overnight 4 AM - 8 AM on eligible orders Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "ARMAF club de nuit intense Man EDT Men New in Box, Black , 3.6 Fl Oz", "asin": "B00M3IFUMK", "price": "$24.49", "delivery": "FREE delivery Apr 14 - 16 Or fastest delivery Fri, Apr 11"},
{"title": "Rasasi Hawas For Men - Eau de Parfum Spray 100ML (3.4 Oz), Premium Arabian Perfume for Men, A Signature Scent for Long-Lasting Fragrance - Ideal Men Perfumes For Special Occasions & Daily Elegance", "asin": "B01LDT51ZU", "price": "$23.83", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "Versace Eros for Men 3.4 oz Eau de Toilette Spray", "asin": "B00B4TR3KG", "price": "$55.79", "delivery": "FREE delivery Mon, Apr 14 Only 1 left in stock - order soon."},
{"title": "for Men Eau de Cologne Spray, 3.4 Oz", "asin": "B000273HTW", "price": "$18.99", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "Versace The Dreamer for Men 3.4 oz Eau de Toilette Spray", "asin": "B000NVFM0E", "price": "$35.31", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Huron Eau de Parfum - Everyday Fragrance for Men - Clean & Woody Scent of Sandalwood, Black Pepper, Cedarwood, & Amber - Long Lasting Men's Cologne - Safe, Clean Ingredients - 1.7 Fl. Oz.", "asin": "B0BXFGK21W", "price": "$70.00", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Ralph Lauren - Polo Blue - Eau de Toilette - Men's Cologne - Aquatic & Fresh - With Citrus, Sage, and Suede - Medium Intensity", "asin": "B0009OAGYC", "price": "$95.00", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12"},
{"title": "Calvin Klein Eternity Men's Deodorant Spray\u2013 With Notes of Mandarin, Sage, Cedarwood & Amber \u2013 5.3 fl oz.", "asin": "B001BR4LCO", "price": "$24.00", "delivery": "Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "Armani beauty - Acqua di Gio - After Shave - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood \u2013 3.4 Fl Oz", "asin": "B0DBVT6RGX", "price": "$64.00", "delivery": "FREE delivery Apr 22 - 29 Or fastest delivery Apr 22 - 25"},
{"title": "Afnan 9 PM For Men Eau De Parfum, 3.4 Fl. Oz", "asin": "B07RTQ4VM7", "price": "$27.81", "delivery": "FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"},
{"title": "Hollister Wave Men Eau De Toilette, 3.4 Ounce, Multi, 100 ml", "asin": "B01GONKCVS", "price": "$19.69", "delivery": "Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "Lattafa Khamrah - Vanilla, Warm Spicy, Amber, Cinnamon - Eau de Parfum Long-Lasting Fragrance for Unisex, 3.40 Ounce / 100 ml", "asin": "B0B92Y18GT", "price": "$23.94", "delivery": "FREE delivery on $35 shipped by Amazon. Only 1 left in stock - order soon."},
{"title": "Christian Dior Sauvage Eau De Parfum Spray For Men, 3.4 Ounce", "asin": "B079TQS99Q", "price": "$129.89", "delivery": "FREE delivery Apr 14 - 16 Or fastest delivery Fri, Apr 11 Only 2 left in stock - order soon."},
{"title": "Ralph Lauren - Polo Sport - Eau De Toilette - Men's Cologne - Fresh & Clean - With Oak, Citrus, and Mint - Medium Intensity", "asin": "B0009OAGWE", "price": "$80.00", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Savage for Men 3.4 Oz Men's Eau De Toilette Spray Refreshing & Warm Masculine Scent for Daily Use Men's Casual Cologne Great Holiday Gift Smell Fresh All Day A Gift for Any Occasion", "asin": "B0891N6VLW", "price": "$21.99", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "Armani Beauty - Code - Eau de Parfum - Cologne for Men - Foug\u00e8re Ambery Spicy Men\u2019s Fragrance - Green Mandarin, Nutmeg, Tonka Bean Notes", "asin": "B0DBRBVW63", "price": "$135.00", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12"},
{"title": "Armani Beauty - Acqua di Gi\u00f2 - Eau de Parfum - Cologne for Men - Fresh & Powerful Men\u2019s Fragrance - Mandarin, Lavender, Patchouli Notes", "asin": "B09TPWLDC3", "price": "$190.00", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12"},
{"title": "Versace Eros for Men 3.4 oz Eau de Parfum Spray", "asin": "B08F5FMLCQ", "price": "$59.00", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Carolina Herrera 212 By Carolina Herrera For Men. Eau De Toilette Spray, 3.4 Fl. Oz", "asin": "B001CT079C", "price": "$53.86", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Club De Nuit Intense - Limited Edition by Armaf for Men - 3.6 oz Parfum Spray", "asin": "B082PB98ZZ", "price": "$58.00", "delivery": "Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Dolce & Gabbana Light Blue Pour Homme, Eau De Toilette Spray, Fragrance For Men", "asin": "B000VOPG0E", "price": "$91.00", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Calvin Klein CK One Eau de Toilette \u2013 Citrus Unisex Fragrance \u2013 With Notes of Green Tea, Bergamot, Cardamom, Violet & Amber \u2013 Luxury Unisex Perfumes \u2013 Long Lasting Fragrance", "asin": "B000E7WFX4", "price": "$89.00", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Maison d'Orient OCEAN BLUE Cologne for Men, an Aromatic Woody Fragrance with Fresh Citrus, Woods and Vanilla 3.4 Oz", "asin": "B09QGFFWWW", "price": "$19.97", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "Versace Cologne for Men Set of 4 Mini Eros, Pour Homme, Dylan Blue, Eau Fraiche Perfume for Men Fragrance Sampler Set - Designer Mens Cologne Samples (4 Count, 0.17 oz)", "asin": "B0DP3C4RG1", "price": "$32.99", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Armaf Odyssey - Mandarinsky Limited Edition for Men - 3.4 oz EDP Spray", "asin": "B0C3G9J5Q8", "price": "$29.90", "delivery": "FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "Armaf Club De Nuit Intense Man Eau De Toilette, 3.6 Ounce, woody spicy", "asin": "B07YCLPMT6", "price": "$24.99", "delivery": "Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "Lattafa Qaed Al Fursan - Oriental, Fruity, Fresh, Amber Wood - Eau de Parfum Long-Lasting Fragrance for Unisex, 3.40 Ounce / 100 ml", "asin": "B09QBSCBX2", "price": "$18.13", "delivery": "FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Only 6 left in stock - order soon."},
{"title": "Armani Beauty - Acqua di Gi\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood", "asin": "B000E7YK5K", "price": "$120.00", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12"},
{"title": "Versace Eros Men's EDT", "asin": "B00MSZK0G4", "price": "$9.40", "delivery": "FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "Azzaro The Most Wanted Parfum - Intense Mens Cologne - Spicy & Seductive Fragrance for Date Night - Lasting Wear - Irresistible Luxury Perfumes for Men", "asin": "B09VN62HF3", "price": "$135.00", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Dior Christian Sauvage Elixir For Men 3.4 Ounce", "asin": "B0BCWG85TB", "price": "$199.99", "delivery": "Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Reyane Tradition Insurrection (Classique)", "asin": "B000C1W49M", "price": "$21.95", "delivery": "FREE delivery Tue, Apr 15 Or fastest delivery Fri, Apr 11"},
{"title": "Versace Eros for Men Eau de Parfum Spray, 6.7 Ounce", "asin": "B08F5DBKVV", "price": "$70.99", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "CHRISTIAN DIOR Sauvage For Men Eau De Toilette Spray, 6.8 Ounce", "asin": "B01IYNHHBY", "price": "$139.99", "delivery": "Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Yves Saint Laurent Men's Y Eau de Parfum, 3.3-oz.", "asin": "B07GB6B37N", "price": "$99.91", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Prada Luna Rossa Black for Men 3.4 oz Eau de Parfum Spray", "asin": "B07BKZS1H6", "price": "$79.99", "delivery": "Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Lattafa Asad Zanzibar - Fresh, Spicy, Vanilla, Coconut - Eau de Parfum Long-Lasting Fragrance for Men, 3.40 Ounce / 100 ml", "asin": "B0CWPS2CJS", "price": "$15.59", "delivery": "FREE delivery Wed, Apr 16 Or fastest delivery Apr 11 - 15 Only 4 left in stock - order soon."},
{"title": "Lattafa Perfumes Shaheen Gold for Unisex Eau de Parfum Spray, 3.4 Ounce", "asin": "B0B6DYVDG7", "price": "$26.35", "delivery": "FREE delivery Mon, Apr 14 Only 20 left in stock - order soon."},
{"title": "Al Haramain Amber Oud Gold Edition Eau De Parfum Spray 60ml (2 oz) - Unisex Arabian Perfume for Women & Men, Long-Lasting Amber Cologne with Refreshing & Sweet Fragrance", "asin": "B07CGX34B2", "price": "$36.41", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "MONTBLANC Explorer Eau de Parfum - Long Lasting Fragrance with notes of Sage, Sandalwood & Patchouli - Woody & Aromatic", "asin": "B07K1BW1XY", "price": "$125.00", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Raw by RawChemistry A Pheromone Infused Cologne - A Cologne with Pheromones for Men 1 oz.", "asin": "B08GG7VBJ8", "price": "$26.77", "delivery": "Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "Gucci Guilty by Gucci for Men Eau de Toilette Spray, 3 Fl Oz (Pack of 1)", "asin": "B004O24Q8W", "price": "$63.54", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "GUESS Marciano for Men Eau de Toilette Cologne Spray, 3.4 Fl Oz", "asin": "B0036FTEK8", "price": "$17.60", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "Lattafa Perfumes Asad for Unisex Eau de Parfum Spray, 3.4 Ounce", "asin": "B0B8TQ7YRW", "price": "$23.95", "delivery": "FREE delivery Mon, Apr 14 Or fastest delivery Thu, Apr 10"},
{"title": "Lattafa Fakhar - Fresh, Fruity, Bergamot, Amber Wood - Eau de Parfum Long-Lasting Fragrance for Men, 3.40 Ounce / 100 ml", "asin": "B08RHWX6G1", "price": "$22.95", "delivery": "FREE delivery Tue, Apr 15 Or fastest delivery Thu, Apr 10"},
{"title": "Bentley Intense B140408 Eau de Parfum, 3.4 Fluid Ounce", "asin": "B00CP7A1BY", "price": "$32.35", "delivery": "FREE delivery Mon, Apr 14"},
{"title": "Yves Saint Laurent La Nuit De L'Homme by Yves Saint Laurent for Men - 3.3 oz EDT Spray", "asin": "B003UYL9KI", "price": "$65.98", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Jaguar Classic Gold Eau de Toilette Spray for Men, 3.4 Ounce", "asin": "B00B9828L6", "price": "$17.35", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Only 6 left in stock - order soon."},
{"title": "Swiss Army for Men 3.4 oz Eau de Toilette Spray (P40102)", "asin": "B003IK9SLQ", "price": "$22.12", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "Le Male Le Parfum by Jean Paul Gaultier for Men 4.2 oz Eau de Parfum Intense Spray", "asin": "B08FBQWRYC", "price": "$104.00", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "RawChemistry For Him, Pheromone Infused Cologne Spray - Bold, Extra Strength Infused Formula 1 Fl. oz", "asin": "B014G8IYRM", "price": "$31.50", "delivery": "Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "Adidas Moves Him Body Fragrance 2.5 fl oz (Pack of 1) , Notes of Green Apple, Cedarwood, Musk, Men's Fragrance, Long Lasting, Sporty Fragrance, Travel Size", "asin": "B00ZRPJK0Y", "price": "$8.12", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "Bad Boy by Carolina Herrera - Seductive, Spicy Men's Fragrance with Oriental Accords, 3.4 oz", "asin": "B07VQK6Q1H", "price": "$68.49", "delivery": "FREE delivery Apr 19 - 29 Or fastest delivery Apr 19 - 25"},
{"title": "Armaf Club De Nuit Intense for Men Eau de Toilette Spray, 3.6 Ounce", "asin": "B07NPLPWJH", "price": "$26.99", "delivery": "FREE delivery Mon, Apr 14 Only 20 left in stock - order soon."},
{"title": "Deodorizing Body Spray for Men, Mens Body Refreshing Spray, Fragrance Mist, Pack of 3, Each 3.4 Fl Oz, Total 10.2 Fl Oz", "asin": "B0BZ8CQ5F6", "price": "$16.14", "delivery": "Prime members get FREE delivery Tomorrow, Apr 9 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"},
{"title": "Paco Rabanne 1 Million EDT Spray - Notes of Leather, Amber and Tangerine for Rebellious Men", "asin": "B002XQ1X4G", "price": "$83.38", "delivery": "Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13"},
{"title": "Nautica Blue Eau de Toilette 3.4 fl oz (Pack of 1), Notes of Basil, Jasmine, and Cedarwood, Men's Fragrance, Long Lasting, Everyday Fragrance, Travel Size", "asin": "B003JTOS0C", "price": "$17.22", "delivery": "Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T20:15:33.578Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T20:15:33.578Z\",\"action\": \"click_product\",\"acion_argument\": \"B000VOPG0E\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T20:15:33.578Z\",\"action\": \"click_product\",\"acion_argument\": \"B000VOPG0E\",}</answer>",
"index": 1269,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"perfume for men\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Armani Beauty - Stronger With You Intensely - Cologne for Men - Foug\\u00e8re Ambery Woody Men\\u2019s Fragrance - Pink Pepper, Lavender, Vanilla Notes\\nWoody Vanilla3.4 Fl Oz (Pack of 1)\", \"asin\": \"B0DBRSBNRZ\", \"price\": \"$120.00\", \"quantity\": \"\"},\n{\"title\": \"Ralph Lauren - Polo Blue - Eau de Toilette - Men's Cologne - Aquatic & Fresh - With Citrus, Sage, and Suede - Medium Intensity\\nAquatic, Fresh6.7 Fl Oz (Pack of 1)\", \"asin\": \"B000CCZ7ZE\", \"price\": \"$150.00\", \"quantity\": \"\"},\n{\"title\": \"Armani Beauty \\u2013 Acqua di Gi\\u00f2 \\u2013 Elixir \\u2013 Cologne for Men - Woody & Earthy Fragrance - With Notes of Violet, Leather, and Marine Accords \\u2013 1.6 Fl Oz\\nWood1.6 Fl Oz (Pack of 1)\", \"asin\": \"B0DQVNHK3G\", \"price\": \"$160.00\", \"quantity\": \"\"},\n{\"title\": \"Armani Beauty - Acqua di Gi\\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood\\nFresh6.7 Fl Oz (Pack of 1)\", \"asin\": \"B0002JVJ2C\", \"price\": \"$165.00\", \"quantity\": \"\"},\n{\"title\": \"Brickell Men's Accolade Cologne for Men, Italian Bergamot, Cedarwood, Sandalwood, Lemon, and Guaiac Wood Scent, Natural and Organic, 1.7 Ounces\\nCitrus,Lemon,Sandalwood1.7 Fl Oz (Pack of 1)\", \"asin\": \"B083T9LJCF\", \"price\": \"$60.00\", \"quantity\": \"\"},\n{\"title\": \"Ralph Lauren - Polo - Eau de Toilette - Men's Cologne - Woody & Spicy - With Pine, Patchouli, Leather, and Tobacco - Medium Intensity\\nWoody, Spicy4.2 Fl Oz (Pack of 1)\", \"asin\": \"B0C9KPBSV2\", \"price\": \"$110.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Armani beauty - Acqua di Gio - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood \\u2013 3.3 Fl Oz\", \"asin\": \"B000E7YK5K\"},\n{\"title\": \"Armani Beauty - Acqua di Gio - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood \\u2013 1.0 Fl Oz\", \"asin\": \"B0014XJJHW\"},\n{\"title\": \"Armani beauty - Acqua di Gio - Eau de Toilette Refill - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood \\u2013 5.0 Fl Oz\", \"asin\": \"B0DD1WYVQ6\"}],\n\"search_results\": [{\"title\": \"Armani Beauty - Acqua di Gi\\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood\", \"asin\": \"B000E7YK5K\", \"price\": \"$120.00\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12\"},\n{\"title\": \"Armani Beauty - Stronger With You Intensely - Cologne for Men - Foug\\u00e8re Ambery Woody Men\\u2019s Fragrance - Pink Pepper, Lavender, Vanilla Notes\", \"asin\": \"B0DBRSBNRZ\", \"price\": \"$120.00\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12\"},\n{\"title\": \"Armani Beauty- Code - Eau de Toilette - Cologne for Men - Ambery Woody Fragrance - Citrus, Lavandin, Tonka Bean Notes\", \"asin\": \"B0BV2M7RC1\", \"price\": \"$110.00\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12\"},\n{\"title\": \"Cremo Italian Bergamot Spray Cologne For Men, A Combination of Italian Bergamot, Neroli Blossom, and Fresh Vetiver, 3.4 Fl Oz\", \"asin\": \"B0DGW2LHVQ\", \"price\": \"$22.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"BellaVita Luxury G.O.A.T. Men's Eau De Parfum (3.4 fl.oz) | Natural Refreshing Notes of Bergamot, Lavender & Patchouli Oriental | Fresh Perfume for Men of All Time | Long-Lasting Perfume for Mens EDP\", \"asin\": \"B0BX656GMJ\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Nautica Voyage Eau de Toilette 3.3 fl oz (Pack of 1), Notes of Apple, Cedarwood, Mimosa, Men's Fragrance, Long Lasting, Everyday Fragrance, Travel Size\", \"asin\": \"B000P22TIY\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Overnight 4 AM - 8 AM on eligible orders Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"ARMAF club de nuit intense Man EDT Men New in Box, Black , 3.6 Fl Oz\", \"asin\": \"B00M3IFUMK\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Apr 14 - 16 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"Rasasi Hawas For Men - Eau de Parfum Spray 100ML (3.4 Oz), Premium Arabian Perfume for Men, A Signature Scent for Long-Lasting Fragrance - Ideal Men Perfumes For Special Occasions & Daily Elegance\", \"asin\": \"B01LDT51ZU\", \"price\": \"$23.83\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Versace Eros for Men 3.4 oz Eau de Toilette Spray\", \"asin\": \"B00B4TR3KG\", \"price\": \"$55.79\", \"delivery\": \"FREE delivery Mon, Apr 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"for Men Eau de Cologne Spray, 3.4 Oz\", \"asin\": \"B000273HTW\", \"price\": \"$18.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Versace The Dreamer for Men 3.4 oz Eau de Toilette Spray\", \"asin\": \"B000NVFM0E\", \"price\": \"$35.31\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Huron Eau de Parfum - Everyday Fragrance for Men - Clean & Woody Scent of Sandalwood, Black Pepper, Cedarwood, & Amber - Long Lasting Men's Cologne - Safe, Clean Ingredients - 1.7 Fl. Oz.\", \"asin\": \"B0BXFGK21W\", \"price\": \"$70.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Ralph Lauren - Polo Blue - Eau de Toilette - Men's Cologne - Aquatic & Fresh - With Citrus, Sage, and Suede - Medium Intensity\", \"asin\": \"B0009OAGYC\", \"price\": \"$95.00\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12\"},\n{\"title\": \"Calvin Klein Eternity Men's Deodorant Spray\\u2013 With Notes of Mandarin, Sage, Cedarwood & Amber \\u2013 5.3 fl oz.\", \"asin\": \"B001BR4LCO\", \"price\": \"$24.00\", \"delivery\": \"Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Armani beauty - Acqua di Gio - After Shave - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood \\u2013 3.4 Fl Oz\", \"asin\": \"B0DBVT6RGX\", \"price\": \"$64.00\", \"delivery\": \"FREE delivery Apr 22 - 29 Or fastest delivery Apr 22 - 25\"},\n{\"title\": \"Afnan 9 PM For Men Eau De Parfum, 3.4 Fl. Oz\", \"asin\": \"B07RTQ4VM7\", \"price\": \"$27.81\", \"delivery\": \"FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hollister Wave Men Eau De Toilette, 3.4 Ounce, Multi, 100 ml\", \"asin\": \"B01GONKCVS\", \"price\": \"$19.69\", \"delivery\": \"Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lattafa Khamrah - Vanilla, Warm Spicy, Amber, Cinnamon - Eau de Parfum Long-Lasting Fragrance for Unisex, 3.40 Ounce / 100 ml\", \"asin\": \"B0B92Y18GT\", \"price\": \"$23.94\", \"delivery\": \"FREE delivery on $35 shipped by Amazon. Only 1 left in stock - order soon.\"},\n{\"title\": \"Christian Dior Sauvage Eau De Parfum Spray For Men, 3.4 Ounce\", \"asin\": \"B079TQS99Q\", \"price\": \"$129.89\", \"delivery\": \"FREE delivery Apr 14 - 16 Or fastest delivery Fri, Apr 11 Only 2 left in stock - order soon.\"},\n{\"title\": \"Ralph Lauren - Polo Sport - Eau De Toilette - Men's Cologne - Fresh & Clean - With Oak, Citrus, and Mint - Medium Intensity\", \"asin\": \"B0009OAGWE\", \"price\": \"$80.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Savage for Men 3.4 Oz Men's Eau De Toilette Spray Refreshing & Warm Masculine Scent for Daily Use Men's Casual Cologne Great Holiday Gift Smell Fresh All Day A Gift for Any Occasion\", \"asin\": \"B0891N6VLW\", \"price\": \"$21.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Armani Beauty - Code - Eau de Parfum - Cologne for Men - Foug\\u00e8re Ambery Spicy Men\\u2019s Fragrance - Green Mandarin, Nutmeg, Tonka Bean Notes\", \"asin\": \"B0DBRBVW63\", \"price\": \"$135.00\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12\"},\n{\"title\": \"Armani Beauty - Acqua di Gi\\u00f2 - Eau de Parfum - Cologne for Men - Fresh & Powerful Men\\u2019s Fragrance - Mandarin, Lavender, Patchouli Notes\", \"asin\": \"B09TPWLDC3\", \"price\": \"$190.00\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12\"},\n{\"title\": \"Versace Eros for Men 3.4 oz Eau de Parfum Spray\", \"asin\": \"B08F5FMLCQ\", \"price\": \"$59.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Carolina Herrera 212 By Carolina Herrera For Men. Eau De Toilette Spray, 3.4 Fl. Oz\", \"asin\": \"B001CT079C\", \"price\": \"$53.86\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Club De Nuit Intense - Limited Edition by Armaf for Men - 3.6 oz Parfum Spray\", \"asin\": \"B082PB98ZZ\", \"price\": \"$58.00\", \"delivery\": \"Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Dolce & Gabbana Light Blue Pour Homme, Eau De Toilette Spray, Fragrance For Men\", \"asin\": \"B000VOPG0E\", \"price\": \"$91.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Calvin Klein CK One Eau de Toilette \\u2013 Citrus Unisex Fragrance \\u2013 With Notes of Green Tea, Bergamot, Cardamom, Violet & Amber \\u2013 Luxury Unisex Perfumes \\u2013 Long Lasting Fragrance\", \"asin\": \"B000E7WFX4\", \"price\": \"$89.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Maison d'Orient OCEAN BLUE Cologne for Men, an Aromatic Woody Fragrance with Fresh Citrus, Woods and Vanilla 3.4 Oz\", \"asin\": \"B09QGFFWWW\", \"price\": \"$19.97\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Versace Cologne for Men Set of 4 Mini Eros, Pour Homme, Dylan Blue, Eau Fraiche Perfume for Men Fragrance Sampler Set - Designer Mens Cologne Samples (4 Count, 0.17 oz)\", \"asin\": \"B0DP3C4RG1\", \"price\": \"$32.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Armaf Odyssey - Mandarinsky Limited Edition for Men - 3.4 oz EDP Spray\", \"asin\": \"B0C3G9J5Q8\", \"price\": \"$29.90\", \"delivery\": \"FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Armaf Club De Nuit Intense Man Eau De Toilette, 3.6 Ounce, woody spicy\", \"asin\": \"B07YCLPMT6\", \"price\": \"$24.99\", \"delivery\": \"Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lattafa Qaed Al Fursan - Oriental, Fruity, Fresh, Amber Wood - Eau de Parfum Long-Lasting Fragrance for Unisex, 3.40 Ounce / 100 ml\", \"asin\": \"B09QBSCBX2\", \"price\": \"$18.13\", \"delivery\": \"FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Only 6 left in stock - order soon.\"},\n{\"title\": \"Armani Beauty - Acqua di Gi\\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood\", \"asin\": \"B000E7YK5K\", \"price\": \"$120.00\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Sat, Apr 12\"},\n{\"title\": \"Versace Eros Men's EDT\", \"asin\": \"B00MSZK0G4\", \"price\": \"$9.40\", \"delivery\": \"FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Azzaro The Most Wanted Parfum - Intense Mens Cologne - Spicy & Seductive Fragrance for Date Night - Lasting Wear - Irresistible Luxury Perfumes for Men\", \"asin\": \"B09VN62HF3\", \"price\": \"$135.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Dior Christian Sauvage Elixir For Men 3.4 Ounce\", \"asin\": \"B0BCWG85TB\", \"price\": \"$199.99\", \"delivery\": \"Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Reyane Tradition Insurrection (Classique)\", \"asin\": \"B000C1W49M\", \"price\": \"$21.95\", \"delivery\": \"FREE delivery Tue, Apr 15 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"Versace Eros for Men Eau de Parfum Spray, 6.7 Ounce\", \"asin\": \"B08F5DBKVV\", \"price\": \"$70.99\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"CHRISTIAN DIOR Sauvage For Men Eau De Toilette Spray, 6.8 Ounce\", \"asin\": \"B01IYNHHBY\", \"price\": \"$139.99\", \"delivery\": \"Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Yves Saint Laurent Men's Y Eau de Parfum, 3.3-oz.\", \"asin\": \"B07GB6B37N\", \"price\": \"$99.91\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Prada Luna Rossa Black for Men 3.4 oz Eau de Parfum Spray\", \"asin\": \"B07BKZS1H6\", \"price\": \"$79.99\", \"delivery\": \"Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Lattafa Asad Zanzibar - Fresh, Spicy, Vanilla, Coconut - Eau de Parfum Long-Lasting Fragrance for Men, 3.40 Ounce / 100 ml\", \"asin\": \"B0CWPS2CJS\", \"price\": \"$15.59\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Apr 11 - 15 Only 4 left in stock - order soon.\"},\n{\"title\": \"Lattafa Perfumes Shaheen Gold for Unisex Eau de Parfum Spray, 3.4 Ounce\", \"asin\": \"B0B6DYVDG7\", \"price\": \"$26.35\", \"delivery\": \"FREE delivery Mon, Apr 14 Only 20 left in stock - order soon.\"},\n{\"title\": \"Al Haramain Amber Oud Gold Edition Eau De Parfum Spray 60ml (2 oz) - Unisex Arabian Perfume for Women & Men, Long-Lasting Amber Cologne with Refreshing & Sweet Fragrance\", \"asin\": \"B07CGX34B2\", \"price\": \"$36.41\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"MONTBLANC Explorer Eau de Parfum - Long Lasting Fragrance with notes of Sage, Sandalwood & Patchouli - Woody & Aromatic\", \"asin\": \"B07K1BW1XY\", \"price\": \"$125.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Raw by RawChemistry A Pheromone Infused Cologne - A Cologne with Pheromones for Men 1 oz.\", \"asin\": \"B08GG7VBJ8\", \"price\": \"$26.77\", \"delivery\": \"Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Gucci Guilty by Gucci for Men Eau de Toilette Spray, 3 Fl Oz (Pack of 1)\", \"asin\": \"B004O24Q8W\", \"price\": \"$63.54\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"GUESS Marciano for Men Eau de Toilette Cologne Spray, 3.4 Fl Oz\", \"asin\": \"B0036FTEK8\", \"price\": \"$17.60\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lattafa Perfumes Asad for Unisex Eau de Parfum Spray, 3.4 Ounce\", \"asin\": \"B0B8TQ7YRW\", \"price\": \"$23.95\", \"delivery\": \"FREE delivery Mon, Apr 14 Or fastest delivery Thu, Apr 10\"},\n{\"title\": \"Lattafa Fakhar - Fresh, Fruity, Bergamot, Amber Wood - Eau de Parfum Long-Lasting Fragrance for Men, 3.40 Ounce / 100 ml\", \"asin\": \"B08RHWX6G1\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Tue, Apr 15 Or fastest delivery Thu, Apr 10\"},\n{\"title\": \"Bentley Intense B140408 Eau de Parfum, 3.4 Fluid Ounce\", \"asin\": \"B00CP7A1BY\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Mon, Apr 14\"},\n{\"title\": \"Yves Saint Laurent La Nuit De L'Homme by Yves Saint Laurent for Men - 3.3 oz EDT Spray\", \"asin\": \"B003UYL9KI\", \"price\": \"$65.98\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Jaguar Classic Gold Eau de Toilette Spray for Men, 3.4 Ounce\", \"asin\": \"B00B9828L6\", \"price\": \"$17.35\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Only 6 left in stock - order soon.\"},\n{\"title\": \"Swiss Army for Men 3.4 oz Eau de Toilette Spray (P40102)\", \"asin\": \"B003IK9SLQ\", \"price\": \"$22.12\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Le Male Le Parfum by Jean Paul Gaultier for Men 4.2 oz Eau de Parfum Intense Spray\", \"asin\": \"B08FBQWRYC\", \"price\": \"$104.00\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"RawChemistry For Him, Pheromone Infused Cologne Spray - Bold, Extra Strength Infused Formula 1 Fl. oz\", \"asin\": \"B014G8IYRM\", \"price\": \"$31.50\", \"delivery\": \"Prime members get FREE delivery Overnight 4 AM - 8 AM Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Adidas Moves Him Body Fragrance 2.5 fl oz (Pack of 1) , Notes of Green Apple, Cedarwood, Musk, Men's Fragrance, Long Lasting, Sporty Fragrance, Travel Size\", \"asin\": \"B00ZRPJK0Y\", \"price\": \"$8.12\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bad Boy by Carolina Herrera - Seductive, Spicy Men's Fragrance with Oriental Accords, 3.4 oz\", \"asin\": \"B07VQK6Q1H\", \"price\": \"$68.49\", \"delivery\": \"FREE delivery Apr 19 - 29 Or fastest delivery Apr 19 - 25\"},\n{\"title\": \"Armaf Club De Nuit Intense for Men Eau de Toilette Spray, 3.6 Ounce\", \"asin\": \"B07NPLPWJH\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Mon, Apr 14 Only 20 left in stock - order soon.\"},\n{\"title\": \"Deodorizing Body Spray for Men, Mens Body Refreshing Spray, Fragrance Mist, Pack of 3, Each 3.4 Fl Oz, Total 10.2 Fl Oz\", \"asin\": \"B0BZ8CQ5F6\", \"price\": \"$16.14\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 9 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"},\n{\"title\": \"Paco Rabanne 1 Million EDT Spray - Notes of Leather, Amber and Tangerine for Rebellious Men\", \"asin\": \"B002XQ1X4G\", \"price\": \"$83.38\", \"delivery\": \"Prime members get FREE delivery Thu, Apr 10 Or Non-members get FREE delivery Sun, Apr 13\"},\n{\"title\": \"Nautica Blue Eau de Toilette 3.4 fl oz (Pack of 1), Notes of Basil, Jasmine, and Cedarwood, Men's Fragrance, Long Lasting, Everyday Fragrance, Travel Size\", \"asin\": \"B003JTOS0C\", \"price\": \"$17.22\", \"delivery\": \"Prime members get FREE delivery Fri, Apr 11 Or Non-members get FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T20:15:33.578Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"perfume for men\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B000VOPG0E\"},\n{\"title\": \"Dolce & Gabbana Light Blue Pour Homme, Eau De Toilette Spray, Fragrance For Men\"},\n{\"price\": \"$91.00\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"2.5 Fl Oz (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Elie Saab Le Parfum Eau De Parfum Spray for Women, 3 Ounce\", \"asin\": \"fc6a0041\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mercedes-Benz Sign - Eau de Parfum for Men - Long Lasting Mens Cologne - Tonka Bean, Lavender, Patchouli Cologne for Men - Perfume for Men - 3.4 oz\", \"asin\": \"95b24810\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Long Sleeve Dress Shirt Casual Button Down Shirts Wrinkle Free Untucked Shirt\", \"asin\": \"a774c20b\", \"price\": \"$28.79\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Button Down Shirts Short Sleeve Regular Fit Fashion Camp Beach Shirts Tops\", \"asin\": \"f5b548d8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Big and Tall T-Shirts for Men - 2 Pack Cotton Tee with Chest Pocket\", \"asin\": \"2d4f6733\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Shirt Jacket Long Sleeve Overshirt Casual Button Down Shacket Thermal Shirts with Pockets\", \"asin\": \"4e4d74c9\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Ralph Lauren - Polo Blue - Eau de Toilette - Men's Cologne - Aquatic & Fresh - With Citrus, Sage, and Suede - Medium Intensity\", \"asin\": \"B0009OAGYC\", \"price\": \"$95.00\", \"quantity\": \"\"},\n{\"title\": \"Dolce & Gabbana Light Blue Summer Vibes Pour Homme, Eau De Toilette Spray, For Men\", \"asin\": \"B0CBHZTHDC\", \"price\": \"$96.00\", \"quantity\": \"\"},\n{\"title\": \"Calvin Klein CK One Eau de Toilette \\u2013 Citrus Unisex Fragrance \\u2013 With Notes of Green Tea, Bergamot, Cardamom, Violet & Amber \\u2013 Luxury Unisex Perfumes \\u2013 Long Lasting Fragrance\", \"asin\": \"B000E7WFX4\", \"price\": \"$89.00\", \"quantity\": \"\"},\n{\"title\": \"Armani Beauty - Acqua di Gi\\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood\", \"asin\": \"B00P80CAQ4\", \"price\": \"$94.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro The Most Wanted Parfum - Intense Mens Cologne - Spicy & Seductive Fragrance for Date Night - Lasting Wear - Irresistible Luxury Perfumes for Men\", \"asin\": \"B09VN2FCDF\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro The Most Wanted Eau de Parfum Intense - Woody & Seductive Mens Cologne - Foug\\u00e8re, Ambery & Spicy Fragrance for Date Night - Lasting Wear - Luxury Perfumes for Men\", \"asin\": \"B08ZFKB8ZK\", \"price\": \"$130.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro Chrome Eau de Toilette - Fresh Aquatic Mens Cologne - Citrus, Woody, Musky Fragrance -Fresh Notes of Bergamot - Everyday Wear - Classic Summer Beach Scent - Luxury Perfumes for Men\", \"asin\": \"B000C1Z1KQ\", \"price\": \"$54.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T20:15:51.067Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T20:15:51.067Z
|
click
|
review
|
rule
|
train
| 1,270 |
2025-04-08T20:15:51.067Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "perfume for men"}],
"cart_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"asin": "B000VOPG0E"},
{"title": "Dolce & Gabbana Light Blue Pour Homme, Eau De Toilette Spray, Fragrance For Men"},
{"price": "$91.00"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "2.5 Fl Oz (Pack of 1)"}],
"promotion_items": [{"title": "Elie Saab Le Parfum Eau De Parfum Spray for Women, 3 Ounce", "asin": "fc6a0041", "price": "$39.99", "quantity": ""},
{"title": "Mercedes-Benz Sign - Eau de Parfum for Men - Long Lasting Mens Cologne - Tonka Bean, Lavender, Patchouli Cologne for Men - Perfume for Men - 3.4 oz", "asin": "95b24810", "price": "$26.96", "quantity": ""},
{"title": "COOFANDY Men's Long Sleeve Dress Shirt Casual Button Down Shirts Wrinkle Free Untucked Shirt", "asin": "a774c20b", "price": "$28.79", "quantity": ""},
{"title": "COOFANDY Men's Casual Button Down Shirts Short Sleeve Regular Fit Fashion Camp Beach Shirts Tops", "asin": "f5b548d8", "price": "$14.99", "quantity": ""},
{"title": "Wrangler Big and Tall T-Shirts for Men - 2 Pack Cotton Tee with Chest Pocket", "asin": "2d4f6733", "price": "$34.98", "quantity": ""},
{"title": "COOFANDY Men's Shirt Jacket Long Sleeve Overshirt Casual Button Down Shacket Thermal Shirts with Pockets", "asin": "4e4d74c9", "price": "$14.99", "quantity": ""},
{"title": "Ralph Lauren - Polo Blue - Eau de Toilette - Men's Cologne - Aquatic & Fresh - With Citrus, Sage, and Suede - Medium Intensity", "asin": "B0009OAGYC", "price": "$95.00", "quantity": ""},
{"title": "Dolce & Gabbana Light Blue Summer Vibes Pour Homme, Eau De Toilette Spray, For Men", "asin": "B0CBHZTHDC", "price": "$96.00", "quantity": ""},
{"title": "Calvin Klein CK One Eau de Toilette \u2013 Citrus Unisex Fragrance \u2013 With Notes of Green Tea, Bergamot, Cardamom, Violet & Amber \u2013 Luxury Unisex Perfumes \u2013 Long Lasting Fragrance", "asin": "B000E7WFX4", "price": "$89.00", "quantity": ""},
{"title": "Armani Beauty - Acqua di Gi\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood", "asin": "B00P80CAQ4", "price": "$94.00", "quantity": ""},
{"title": "Azzaro The Most Wanted Parfum - Intense Mens Cologne - Spicy & Seductive Fragrance for Date Night - Lasting Wear - Irresistible Luxury Perfumes for Men", "asin": "B09VN2FCDF", "price": "$110.00", "quantity": ""},
{"title": "Azzaro The Most Wanted Eau de Parfum Intense - Woody & Seductive Mens Cologne - Foug\u00e8re, Ambery & Spicy Fragrance for Date Night - Lasting Wear - Luxury Perfumes for Men", "asin": "B08ZFKB8ZK", "price": "$130.00", "quantity": ""},
{"title": "Azzaro Chrome Eau de Toilette - Fresh Aquatic Mens Cologne - Citrus, Woody, Musky Fragrance -Fresh Notes of Bergamot - Everyday Wear - Classic Summer Beach Scent - Luxury Perfumes for Men", "asin": "B000C1Z1KQ", "price": "$54.00", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T20:15:51.067Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T20:15:51.067Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T20:15:51.067Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1270,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"perfume for men\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B000VOPG0E\"},\n{\"title\": \"Dolce & Gabbana Light Blue Pour Homme, Eau De Toilette Spray, Fragrance For Men\"},\n{\"price\": \"$91.00\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"2.5 Fl Oz (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Elie Saab Le Parfum Eau De Parfum Spray for Women, 3 Ounce\", \"asin\": \"fc6a0041\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mercedes-Benz Sign - Eau de Parfum for Men - Long Lasting Mens Cologne - Tonka Bean, Lavender, Patchouli Cologne for Men - Perfume for Men - 3.4 oz\", \"asin\": \"95b24810\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Long Sleeve Dress Shirt Casual Button Down Shirts Wrinkle Free Untucked Shirt\", \"asin\": \"a774c20b\", \"price\": \"$28.79\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Button Down Shirts Short Sleeve Regular Fit Fashion Camp Beach Shirts Tops\", \"asin\": \"f5b548d8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Big and Tall T-Shirts for Men - 2 Pack Cotton Tee with Chest Pocket\", \"asin\": \"2d4f6733\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Shirt Jacket Long Sleeve Overshirt Casual Button Down Shacket Thermal Shirts with Pockets\", \"asin\": \"4e4d74c9\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Ralph Lauren - Polo Blue - Eau de Toilette - Men's Cologne - Aquatic & Fresh - With Citrus, Sage, and Suede - Medium Intensity\", \"asin\": \"B0009OAGYC\", \"price\": \"$95.00\", \"quantity\": \"\"},\n{\"title\": \"Dolce & Gabbana Light Blue Summer Vibes Pour Homme, Eau De Toilette Spray, For Men\", \"asin\": \"B0CBHZTHDC\", \"price\": \"$96.00\", \"quantity\": \"\"},\n{\"title\": \"Calvin Klein CK One Eau de Toilette \\u2013 Citrus Unisex Fragrance \\u2013 With Notes of Green Tea, Bergamot, Cardamom, Violet & Amber \\u2013 Luxury Unisex Perfumes \\u2013 Long Lasting Fragrance\", \"asin\": \"B000E7WFX4\", \"price\": \"$89.00\", \"quantity\": \"\"},\n{\"title\": \"Armani Beauty - Acqua di Gi\\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood\", \"asin\": \"B00P80CAQ4\", \"price\": \"$94.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro The Most Wanted Parfum - Intense Mens Cologne - Spicy & Seductive Fragrance for Date Night - Lasting Wear - Irresistible Luxury Perfumes for Men\", \"asin\": \"B09VN2FCDF\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro The Most Wanted Eau de Parfum Intense - Woody & Seductive Mens Cologne - Foug\\u00e8re, Ambery & Spicy Fragrance for Date Night - Lasting Wear - Luxury Perfumes for Men\", \"asin\": \"B08ZFKB8ZK\", \"price\": \"$130.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro Chrome Eau de Toilette - Fresh Aquatic Mens Cologne - Citrus, Woody, Musky Fragrance -Fresh Notes of Bergamot - Everyday Wear - Classic Summer Beach Scent - Luxury Perfumes for Men\", \"asin\": \"B000C1Z1KQ\", \"price\": \"$54.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T20:15:51.067Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"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\": \"perfume for men\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B000VOPG0E\"},\n{\"title\": \"Dolce & Gabbana Light Blue Pour Homme, Eau De Toilette Spray, Fragrance For Men\"},\n{\"price\": \"$91.00\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"2.5 Fl Oz (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Elie Saab Le Parfum Eau De Parfum Spray for Women, 3 Ounce\", \"asin\": \"fc6a0041\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mercedes-Benz Sign - Eau de Parfum for Men - Long Lasting Mens Cologne - Tonka Bean, Lavender, Patchouli Cologne for Men - Perfume for Men - 3.4 oz\", \"asin\": \"95b24810\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Long Sleeve Dress Shirt Casual Button Down Shirts Wrinkle Free Untucked Shirt\", \"asin\": \"a774c20b\", \"price\": \"$28.79\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Button Down Shirts Short Sleeve Regular Fit Fashion Camp Beach Shirts Tops\", \"asin\": \"f5b548d8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Big and Tall T-Shirts for Men - 2 Pack Cotton Tee with Chest Pocket\", \"asin\": \"2d4f6733\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Shirt Jacket Long Sleeve Overshirt Casual Button Down Shacket Thermal Shirts with Pockets\", \"asin\": \"4e4d74c9\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Ralph Lauren - Polo Blue - Eau de Toilette - Men's Cologne - Aquatic & Fresh - With Citrus, Sage, and Suede - Medium Intensity\", \"asin\": \"B0009OAGYC\", \"price\": \"$95.00\", \"quantity\": \"\"},\n{\"title\": \"Dolce & Gabbana Light Blue Summer Vibes Pour Homme, Eau De Toilette Spray, For Men\", \"asin\": \"B0CBHZTHDC\", \"price\": \"$96.00\", \"quantity\": \"\"},\n{\"title\": \"Calvin Klein CK One Eau de Toilette \\u2013 Citrus Unisex Fragrance \\u2013 With Notes of Green Tea, Bergamot, Cardamom, Violet & Amber \\u2013 Luxury Unisex Perfumes \\u2013 Long Lasting Fragrance\", \"asin\": \"B000E7WFX4\", \"price\": \"$89.00\", \"quantity\": \"\"},\n{\"title\": \"Armani Beauty - Acqua di Gi\\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood\", \"asin\": \"B00P80CAQ4\", \"price\": \"$94.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro The Most Wanted Parfum - Intense Mens Cologne - Spicy & Seductive Fragrance for Date Night - Lasting Wear - Irresistible Luxury Perfumes for Men\", \"asin\": \"B09VN2FCDF\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro The Most Wanted Eau de Parfum Intense - Woody & Seductive Mens Cologne - Foug\\u00e8re, Ambery & Spicy Fragrance for Date Night - Lasting Wear - Luxury Perfumes for Men\", \"asin\": \"B08ZFKB8ZK\", \"price\": \"$130.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro Chrome Eau de Toilette - Fresh Aquatic Mens Cologne - Citrus, Woody, Musky Fragrance -Fresh Notes of Bergamot - Everyday Wear - Classic Summer Beach Scent - Luxury Perfumes for Men\", \"asin\": \"B000C1Z1KQ\", \"price\": \"$54.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T20:15:53.952Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T20:15:53.952Z
|
click
|
review
|
rule
|
train
| 1,271 |
2025-04-08T20:15:53.952Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "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": "perfume for men"}],
"cart_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"asin": "B000VOPG0E"},
{"title": "Dolce & Gabbana Light Blue Pour Homme, Eau De Toilette Spray, Fragrance For Men"},
{"price": "$91.00"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "2.5 Fl Oz (Pack of 1)"}],
"promotion_items": [{"title": "Elie Saab Le Parfum Eau De Parfum Spray for Women, 3 Ounce", "asin": "fc6a0041", "price": "$39.99", "quantity": ""},
{"title": "Mercedes-Benz Sign - Eau de Parfum for Men - Long Lasting Mens Cologne - Tonka Bean, Lavender, Patchouli Cologne for Men - Perfume for Men - 3.4 oz", "asin": "95b24810", "price": "$26.96", "quantity": ""},
{"title": "COOFANDY Men's Long Sleeve Dress Shirt Casual Button Down Shirts Wrinkle Free Untucked Shirt", "asin": "a774c20b", "price": "$28.79", "quantity": ""},
{"title": "COOFANDY Men's Casual Button Down Shirts Short Sleeve Regular Fit Fashion Camp Beach Shirts Tops", "asin": "f5b548d8", "price": "$14.99", "quantity": ""},
{"title": "Wrangler Big and Tall T-Shirts for Men - 2 Pack Cotton Tee with Chest Pocket", "asin": "2d4f6733", "price": "$34.98", "quantity": ""},
{"title": "COOFANDY Men's Shirt Jacket Long Sleeve Overshirt Casual Button Down Shacket Thermal Shirts with Pockets", "asin": "4e4d74c9", "price": "$14.99", "quantity": ""},
{"title": "Ralph Lauren - Polo Blue - Eau de Toilette - Men's Cologne - Aquatic & Fresh - With Citrus, Sage, and Suede - Medium Intensity", "asin": "B0009OAGYC", "price": "$95.00", "quantity": ""},
{"title": "Dolce & Gabbana Light Blue Summer Vibes Pour Homme, Eau De Toilette Spray, For Men", "asin": "B0CBHZTHDC", "price": "$96.00", "quantity": ""},
{"title": "Calvin Klein CK One Eau de Toilette \u2013 Citrus Unisex Fragrance \u2013 With Notes of Green Tea, Bergamot, Cardamom, Violet & Amber \u2013 Luxury Unisex Perfumes \u2013 Long Lasting Fragrance", "asin": "B000E7WFX4", "price": "$89.00", "quantity": ""},
{"title": "Armani Beauty - Acqua di Gi\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood", "asin": "B00P80CAQ4", "price": "$94.00", "quantity": ""},
{"title": "Azzaro The Most Wanted Parfum - Intense Mens Cologne - Spicy & Seductive Fragrance for Date Night - Lasting Wear - Irresistible Luxury Perfumes for Men", "asin": "B09VN2FCDF", "price": "$110.00", "quantity": ""},
{"title": "Azzaro The Most Wanted Eau de Parfum Intense - Woody & Seductive Mens Cologne - Foug\u00e8re, Ambery & Spicy Fragrance for Date Night - Lasting Wear - Luxury Perfumes for Men", "asin": "B08ZFKB8ZK", "price": "$130.00", "quantity": ""},
{"title": "Azzaro Chrome Eau de Toilette - Fresh Aquatic Mens Cologne - Citrus, Woody, Musky Fragrance -Fresh Notes of Bergamot - Everyday Wear - Classic Summer Beach Scent - Luxury Perfumes for Men", "asin": "B000C1Z1KQ", "price": "$54.00", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T20:15:53.952Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T20:15:53.952Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T20:15:53.952Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1271,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"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\": \"perfume for men\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B000VOPG0E\"},\n{\"title\": \"Dolce & Gabbana Light Blue Pour Homme, Eau De Toilette Spray, Fragrance For Men\"},\n{\"price\": \"$91.00\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"2.5 Fl Oz (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Elie Saab Le Parfum Eau De Parfum Spray for Women, 3 Ounce\", \"asin\": \"fc6a0041\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mercedes-Benz Sign - Eau de Parfum for Men - Long Lasting Mens Cologne - Tonka Bean, Lavender, Patchouli Cologne for Men - Perfume for Men - 3.4 oz\", \"asin\": \"95b24810\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Long Sleeve Dress Shirt Casual Button Down Shirts Wrinkle Free Untucked Shirt\", \"asin\": \"a774c20b\", \"price\": \"$28.79\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Button Down Shirts Short Sleeve Regular Fit Fashion Camp Beach Shirts Tops\", \"asin\": \"f5b548d8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Big and Tall T-Shirts for Men - 2 Pack Cotton Tee with Chest Pocket\", \"asin\": \"2d4f6733\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Shirt Jacket Long Sleeve Overshirt Casual Button Down Shacket Thermal Shirts with Pockets\", \"asin\": \"4e4d74c9\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Ralph Lauren - Polo Blue - Eau de Toilette - Men's Cologne - Aquatic & Fresh - With Citrus, Sage, and Suede - Medium Intensity\", \"asin\": \"B0009OAGYC\", \"price\": \"$95.00\", \"quantity\": \"\"},\n{\"title\": \"Dolce & Gabbana Light Blue Summer Vibes Pour Homme, Eau De Toilette Spray, For Men\", \"asin\": \"B0CBHZTHDC\", \"price\": \"$96.00\", \"quantity\": \"\"},\n{\"title\": \"Calvin Klein CK One Eau de Toilette \\u2013 Citrus Unisex Fragrance \\u2013 With Notes of Green Tea, Bergamot, Cardamom, Violet & Amber \\u2013 Luxury Unisex Perfumes \\u2013 Long Lasting Fragrance\", \"asin\": \"B000E7WFX4\", \"price\": \"$89.00\", \"quantity\": \"\"},\n{\"title\": \"Armani Beauty - Acqua di Gi\\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood\", \"asin\": \"B00P80CAQ4\", \"price\": \"$94.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro The Most Wanted Parfum - Intense Mens Cologne - Spicy & Seductive Fragrance for Date Night - Lasting Wear - Irresistible Luxury Perfumes for Men\", \"asin\": \"B09VN2FCDF\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro The Most Wanted Eau de Parfum Intense - Woody & Seductive Mens Cologne - Foug\\u00e8re, Ambery & Spicy Fragrance for Date Night - Lasting Wear - Luxury Perfumes for Men\", \"asin\": \"B08ZFKB8ZK\", \"price\": \"$130.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro Chrome Eau de Toilette - Fresh Aquatic Mens Cologne - Citrus, Woody, Musky Fragrance -Fresh Notes of Bergamot - Everyday Wear - Classic Summer Beach Scent - Luxury Perfumes for Men\", \"asin\": \"B000C1Z1KQ\", \"price\": \"$54.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T20:15:53.952Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"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\": \"perfume for men\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B000VOPG0E\"},\n{\"title\": \"Dolce & Gabbana Light Blue Pour Homme, Eau De Toilette Spray, Fragrance For Men\"},\n{\"price\": \"$91.00\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"2.5 Fl Oz (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Elie Saab Le Parfum Eau De Parfum Spray for Women, 3 Ounce\", \"asin\": \"fc6a0041\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mercedes-Benz Sign - Eau de Parfum for Men - Long Lasting Mens Cologne - Tonka Bean, Lavender, Patchouli Cologne for Men - Perfume for Men - 3.4 oz\", \"asin\": \"95b24810\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Long Sleeve Dress Shirt Casual Button Down Shirts Wrinkle Free Untucked Shirt\", \"asin\": \"a774c20b\", \"price\": \"$28.79\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Button Down Shirts Short Sleeve Regular Fit Fashion Camp Beach Shirts Tops\", \"asin\": \"f5b548d8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Big and Tall T-Shirts for Men - 2 Pack Cotton Tee with Chest Pocket\", \"asin\": \"2d4f6733\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Shirt Jacket Long Sleeve Overshirt Casual Button Down Shacket Thermal Shirts with Pockets\", \"asin\": \"4e4d74c9\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Ralph Lauren - Polo Blue - Eau de Toilette - Men's Cologne - Aquatic & Fresh - With Citrus, Sage, and Suede - Medium Intensity\", \"asin\": \"B0009OAGYC\", \"price\": \"$95.00\", \"quantity\": \"\"},\n{\"title\": \"Dolce & Gabbana Light Blue Summer Vibes Pour Homme, Eau De Toilette Spray, For Men\", \"asin\": \"B0CBHZTHDC\", \"price\": \"$96.00\", \"quantity\": \"\"},\n{\"title\": \"Calvin Klein CK One Eau de Toilette \\u2013 Citrus Unisex Fragrance \\u2013 With Notes of Green Tea, Bergamot, Cardamom, Violet & Amber \\u2013 Luxury Unisex Perfumes \\u2013 Long Lasting Fragrance\", \"asin\": \"B000E7WFX4\", \"price\": \"$89.00\", \"quantity\": \"\"},\n{\"title\": \"Armani Beauty - Acqua di Gi\\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood\", \"asin\": \"B00P80CAQ4\", \"price\": \"$94.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro The Most Wanted Parfum - Intense Mens Cologne - Spicy & Seductive Fragrance for Date Night - Lasting Wear - Irresistible Luxury Perfumes for Men\", \"asin\": \"B09VN2FCDF\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro The Most Wanted Eau de Parfum Intense - Woody & Seductive Mens Cologne - Foug\\u00e8re, Ambery & Spicy Fragrance for Date Night - Lasting Wear - Luxury Perfumes for Men\", \"asin\": \"B08ZFKB8ZK\", \"price\": \"$130.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro Chrome Eau de Toilette - Fresh Aquatic Mens Cologne - Citrus, Woody, Musky Fragrance -Fresh Notes of Bergamot - Everyday Wear - Classic Summer Beach Scent - Luxury Perfumes for Men\", \"asin\": \"B000C1Z1KQ\", \"price\": \"$54.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T20:15:54.521Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T20:15:54.521Z
|
click
|
review
|
rule
|
train
| 1,272 |
2025-04-08T20:15:54.521Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "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": "perfume for men"}],
"cart_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"asin": "B000VOPG0E"},
{"title": "Dolce & Gabbana Light Blue Pour Homme, Eau De Toilette Spray, Fragrance For Men"},
{"price": "$91.00"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "2.5 Fl Oz (Pack of 1)"}],
"promotion_items": [{"title": "Elie Saab Le Parfum Eau De Parfum Spray for Women, 3 Ounce", "asin": "fc6a0041", "price": "$39.99", "quantity": ""},
{"title": "Mercedes-Benz Sign - Eau de Parfum for Men - Long Lasting Mens Cologne - Tonka Bean, Lavender, Patchouli Cologne for Men - Perfume for Men - 3.4 oz", "asin": "95b24810", "price": "$26.96", "quantity": ""},
{"title": "COOFANDY Men's Long Sleeve Dress Shirt Casual Button Down Shirts Wrinkle Free Untucked Shirt", "asin": "a774c20b", "price": "$28.79", "quantity": ""},
{"title": "COOFANDY Men's Casual Button Down Shirts Short Sleeve Regular Fit Fashion Camp Beach Shirts Tops", "asin": "f5b548d8", "price": "$14.99", "quantity": ""},
{"title": "Wrangler Big and Tall T-Shirts for Men - 2 Pack Cotton Tee with Chest Pocket", "asin": "2d4f6733", "price": "$34.98", "quantity": ""},
{"title": "COOFANDY Men's Shirt Jacket Long Sleeve Overshirt Casual Button Down Shacket Thermal Shirts with Pockets", "asin": "4e4d74c9", "price": "$14.99", "quantity": ""},
{"title": "Ralph Lauren - Polo Blue - Eau de Toilette - Men's Cologne - Aquatic & Fresh - With Citrus, Sage, and Suede - Medium Intensity", "asin": "B0009OAGYC", "price": "$95.00", "quantity": ""},
{"title": "Dolce & Gabbana Light Blue Summer Vibes Pour Homme, Eau De Toilette Spray, For Men", "asin": "B0CBHZTHDC", "price": "$96.00", "quantity": ""},
{"title": "Calvin Klein CK One Eau de Toilette \u2013 Citrus Unisex Fragrance \u2013 With Notes of Green Tea, Bergamot, Cardamom, Violet & Amber \u2013 Luxury Unisex Perfumes \u2013 Long Lasting Fragrance", "asin": "B000E7WFX4", "price": "$89.00", "quantity": ""},
{"title": "Armani Beauty - Acqua di Gi\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood", "asin": "B00P80CAQ4", "price": "$94.00", "quantity": ""},
{"title": "Azzaro The Most Wanted Parfum - Intense Mens Cologne - Spicy & Seductive Fragrance for Date Night - Lasting Wear - Irresistible Luxury Perfumes for Men", "asin": "B09VN2FCDF", "price": "$110.00", "quantity": ""},
{"title": "Azzaro The Most Wanted Eau de Parfum Intense - Woody & Seductive Mens Cologne - Foug\u00e8re, Ambery & Spicy Fragrance for Date Night - Lasting Wear - Luxury Perfumes for Men", "asin": "B08ZFKB8ZK", "price": "$130.00", "quantity": ""},
{"title": "Azzaro Chrome Eau de Toilette - Fresh Aquatic Mens Cologne - Citrus, Woody, Musky Fragrance -Fresh Notes of Bergamot - Everyday Wear - Classic Summer Beach Scent - Luxury Perfumes for Men", "asin": "B000C1Z1KQ", "price": "$54.00", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T20:15:54.521Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T20:15:54.521Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T20:15:54.521Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1272,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"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\": \"perfume for men\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B000VOPG0E\"},\n{\"title\": \"Dolce & Gabbana Light Blue Pour Homme, Eau De Toilette Spray, Fragrance For Men\"},\n{\"price\": \"$91.00\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"2.5 Fl Oz (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Elie Saab Le Parfum Eau De Parfum Spray for Women, 3 Ounce\", \"asin\": \"fc6a0041\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Mercedes-Benz Sign - Eau de Parfum for Men - Long Lasting Mens Cologne - Tonka Bean, Lavender, Patchouli Cologne for Men - Perfume for Men - 3.4 oz\", \"asin\": \"95b24810\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Long Sleeve Dress Shirt Casual Button Down Shirts Wrinkle Free Untucked Shirt\", \"asin\": \"a774c20b\", \"price\": \"$28.79\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Button Down Shirts Short Sleeve Regular Fit Fashion Camp Beach Shirts Tops\", \"asin\": \"f5b548d8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Big and Tall T-Shirts for Men - 2 Pack Cotton Tee with Chest Pocket\", \"asin\": \"2d4f6733\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Shirt Jacket Long Sleeve Overshirt Casual Button Down Shacket Thermal Shirts with Pockets\", \"asin\": \"4e4d74c9\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Ralph Lauren - Polo Blue - Eau de Toilette - Men's Cologne - Aquatic & Fresh - With Citrus, Sage, and Suede - Medium Intensity\", \"asin\": \"B0009OAGYC\", \"price\": \"$95.00\", \"quantity\": \"\"},\n{\"title\": \"Dolce & Gabbana Light Blue Summer Vibes Pour Homme, Eau De Toilette Spray, For Men\", \"asin\": \"B0CBHZTHDC\", \"price\": \"$96.00\", \"quantity\": \"\"},\n{\"title\": \"Calvin Klein CK One Eau de Toilette \\u2013 Citrus Unisex Fragrance \\u2013 With Notes of Green Tea, Bergamot, Cardamom, Violet & Amber \\u2013 Luxury Unisex Perfumes \\u2013 Long Lasting Fragrance\", \"asin\": \"B000E7WFX4\", \"price\": \"$89.00\", \"quantity\": \"\"},\n{\"title\": \"Armani Beauty - Acqua di Gi\\u00f2 - Eau de Toilette - Cologne for Men - Long Lasting Fragrance with Bergamot notes, Jasmine, White Musks, Patchouli & Cedarwood\", \"asin\": \"B00P80CAQ4\", \"price\": \"$94.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro The Most Wanted Parfum - Intense Mens Cologne - Spicy & Seductive Fragrance for Date Night - Lasting Wear - Irresistible Luxury Perfumes for Men\", \"asin\": \"B09VN2FCDF\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro The Most Wanted Eau de Parfum Intense - Woody & Seductive Mens Cologne - Foug\\u00e8re, Ambery & Spicy Fragrance for Date Night - Lasting Wear - Luxury Perfumes for Men\", \"asin\": \"B08ZFKB8ZK\", \"price\": \"$130.00\", \"quantity\": \"\"},\n{\"title\": \"Azzaro Chrome Eau de Toilette - Fresh Aquatic Mens Cologne - Citrus, Woody, Musky Fragrance -Fresh Notes of Bergamot - Everyday Wear - Classic Summer Beach Scent - Luxury Perfumes for Men\", \"asin\": \"B000C1Z1KQ\", \"price\": \"$54.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T20:15:54.521Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$40.00\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B09621STLX\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men\", \"asin\": \"B0BSG2MJX7\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men\", \"asin\": \"B0014JLYPQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men\", \"asin\": \"B097C1JHJZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Echo Clogs, Black, 5 US Men\", \"asin\": \"B0BSG3XR62\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men\", \"asin\": \"B0CD1CQLFK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:49:53.180Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T03:49:53.180Z
|
click
|
product_option
|
rule
|
train
| 1,273 |
2025-04-11T03:49:53.180Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$40.00"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B09621STLX"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black/Slate Grey"},
{"Size": "9 Women/7 Men"}],
"promotion_items": [{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men", "asin": "B097C1JVNJ", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men", "asin": "B07CN32X3T", "price": "$54.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men", "asin": "B0BSG2MJX7", "price": "$69.95", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men", "asin": "B0014JLYPQ", "price": "$44.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""},
{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men", "asin": "B097C1JHJZ", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex Echo Clogs, Black, 5 US Men", "asin": "B0BSG3XR62", "price": "$69.95", "quantity": ""},
{"title": "Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men", "asin": "B0BRCX68Z9", "price": "$9.59", "quantity": ""},
{"title": "Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men", "asin": "B0CD1CQLFK", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men", "asin": "B07CN32X3T", "price": "$54.99", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T03:49:53.180Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T03:49:53.180Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T03:49:53.180Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1273,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$40.00\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B09621STLX\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men\", \"asin\": \"B0BSG2MJX7\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men\", \"asin\": \"B0014JLYPQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men\", \"asin\": \"B097C1JHJZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Echo Clogs, Black, 5 US Men\", \"asin\": \"B0BSG3XR62\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men\", \"asin\": \"B0CD1CQLFK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:49:53.180Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.95\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0961YX1MM\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Light Grey/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 14-15 Women/12-13 Men\", \"asin\": \"B097BYQCXT\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 7 Women/5 Men\", \"asin\": \"B07CN8WXGH\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Echo Clogs, Black, 8 US Men\", \"asin\": \"B0BSG41GCC\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men\", \"asin\": \"B0014JLYPQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,7.5 Women/6 Men\", \"asin\": \"B0C6KL6WBV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men\", \"asin\": \"B097C1JHJZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 6 Women/4 Men\", \"asin\": \"B0BSG4JLP5\", \"price\": \"$68.70\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men\", \"asin\": \"B0CD1CQLFK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:50:31.672Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T03:50:31.672Z
|
click
|
product_option
|
rule
|
train
| 1,274 |
2025-04-11T03:50:31.672Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T03:49:53.180Z", "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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$59.95"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B0961YX1MM"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Light Grey/Slate Grey"},
{"Size": "9 Women/7 Men"}],
"promotion_items": [{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 14-15 Women/12-13 Men", "asin": "B097BYQCXT", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 7 Women/5 Men", "asin": "B07CN8WXGH", "price": "$54.99", "quantity": ""},
{"title": "Crocs Unisex Echo Clogs, Black, 8 US Men", "asin": "B0BSG41GCC", "price": "$69.95", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men", "asin": "B0014JLYPQ", "price": "$44.99", "quantity": ""},
{"title": "Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,7.5 Women/6 Men", "asin": "B0C6KL6WBV", "price": "$34.99", "quantity": ""},
{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men", "asin": "B097C1JHJZ", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Echo Clogs, Black, 6 Women/4 Men", "asin": "B0BSG4JLP5", "price": "$68.70", "quantity": ""},
{"title": "Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men", "asin": "B0BRCX68Z9", "price": "$9.59", "quantity": ""},
{"title": "Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men", "asin": "B0CD1CQLFK", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men", "asin": "B07CN32X3T", "price": "$54.99", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T03:50:31.672Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T03:50:31.672Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T03:50:31.672Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1274,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.95\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0961YX1MM\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Light Grey/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 14-15 Women/12-13 Men\", \"asin\": \"B097BYQCXT\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 7 Women/5 Men\", \"asin\": \"B07CN8WXGH\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Echo Clogs, Black, 8 US Men\", \"asin\": \"B0BSG41GCC\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men\", \"asin\": \"B0014JLYPQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,7.5 Women/6 Men\", \"asin\": \"B0C6KL6WBV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men\", \"asin\": \"B097C1JHJZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 6 Women/4 Men\", \"asin\": \"B0BSG4JLP5\", \"price\": \"$68.70\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men\", \"asin\": \"B0CD1CQLFK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:50:31.672Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.99\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0962DM2HH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men\", \"asin\": \"B0BSG2MJX7\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 6 Women/4 Men\", \"asin\": \"B07CN6CJQ6\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men\", \"asin\": \"B0CD1CQLFK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Echo Clogs, Black, 5 US Men\", \"asin\": \"B0BSG3XR62\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men\", \"asin\": \"B097C1JHJZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 7 Women/5 Men\", \"asin\": \"B07CN8WXGH\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 8, Women's 10 Medium\", \"asin\": \"B0CN35F727\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men\", \"asin\": \"B0CD1CQLFK\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:53:27.999Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T03:53:27.999Z
|
click
|
product_option
|
rule
|
train
| 1,275 |
2025-04-11T03:53:27.999Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$59.99"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B0962DM2HH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black/Slate Grey"},
{"Size": "9 Women/7 Men"}],
"promotion_items": [{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men", "asin": "B097C1JVNJ", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men", "asin": "B0BSG2MJX7", "price": "$69.95", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 6 Women/4 Men", "asin": "B07CN6CJQ6", "price": "$54.99", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men", "asin": "B0CD1CQLFK", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""},
{"title": "Crocs Unisex Echo Clogs, Black, 5 US Men", "asin": "B0BSG3XR62", "price": "$69.95", "quantity": ""},
{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men", "asin": "B097C1JHJZ", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 7 Women/5 Men", "asin": "B07CN8WXGH", "price": "$54.99", "quantity": ""},
{"title": "Crocs Unisex Snow White Siren Clog Black Men's 8, Women's 10 Medium", "asin": "B0CN35F727", "price": "$94.99", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""},
{"title": "Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men", "asin": "B0CD1CQLFK", "price": "$39.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T03:53:27.999Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T03:53:27.999Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T03:53:27.999Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1275,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.99\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0962DM2HH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men\", \"asin\": \"B0BSG2MJX7\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 6 Women/4 Men\", \"asin\": \"B07CN6CJQ6\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men\", \"asin\": \"B0CD1CQLFK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Echo Clogs, Black, 5 US Men\", \"asin\": \"B0BSG3XR62\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men\", \"asin\": \"B097C1JHJZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 7 Women/5 Men\", \"asin\": \"B07CN8WXGH\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 8, Women's 10 Medium\", \"asin\": \"B0CN35F727\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men\", \"asin\": \"B0CD1CQLFK\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:53:27.999Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.95\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0961YX1MM\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 14-15 Women/12-13 Men\", \"asin\": \"B097BYQCXT\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 7 Women/5 Men\", \"asin\": \"B07CN8WXGH\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Echo Clogs, Black, 8 US Men\", \"asin\": \"B0BSG41GCC\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men\", \"asin\": \"B0014JLYPQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,7.5 Women/6 Men\", \"asin\": \"B0C6KL6WBV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men\", \"asin\": \"B097C1JHJZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 6 Women/4 Men\", \"asin\": \"B0BSG4JLP5\", \"price\": \"$68.70\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men\", \"asin\": \"B0CD1CQLFK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:53:41.354Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T03:53:41.354Z
|
click
|
product_option
|
rule
|
train
| 1,276 |
2025-04-11T03:53:41.354Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$59.95"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B0961YX1MM"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black/Slate Grey"},
{"Size": "9 Women/7 Men"}],
"promotion_items": [{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 14-15 Women/12-13 Men", "asin": "B097BYQCXT", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 7 Women/5 Men", "asin": "B07CN8WXGH", "price": "$54.99", "quantity": ""},
{"title": "Crocs Unisex Echo Clogs, Black, 8 US Men", "asin": "B0BSG41GCC", "price": "$69.95", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men", "asin": "B0014JLYPQ", "price": "$44.99", "quantity": ""},
{"title": "Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,7.5 Women/6 Men", "asin": "B0C6KL6WBV", "price": "$34.99", "quantity": ""},
{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men", "asin": "B097C1JHJZ", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Echo Clogs, Black, 6 Women/4 Men", "asin": "B0BSG4JLP5", "price": "$68.70", "quantity": ""},
{"title": "Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men", "asin": "B0BRCX68Z9", "price": "$9.59", "quantity": ""},
{"title": "Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men", "asin": "B0CD1CQLFK", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men", "asin": "B07CN32X3T", "price": "$54.99", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T03:53:41.354Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T03:53:41.354Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T03:53:41.354Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1276,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.95\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0961YX1MM\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 14-15 Women/12-13 Men\", \"asin\": \"B097BYQCXT\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 7 Women/5 Men\", \"asin\": \"B07CN8WXGH\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Echo Clogs, Black, 8 US Men\", \"asin\": \"B0BSG41GCC\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men\", \"asin\": \"B0014JLYPQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,7.5 Women/6 Men\", \"asin\": \"B0C6KL6WBV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men\", \"asin\": \"B097C1JHJZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 6 Women/4 Men\", \"asin\": \"B0BSG4JLP5\", \"price\": \"$68.70\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men\", \"asin\": \"B0CD1CQLFK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:53:41.354Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$40.00\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B09621STLX\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex All-Terrain Atlas Clogs Black, Numeric_5 US Men\", \"asin\": \"B0BTPS2Q27\", \"price\": \"$37.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men\", \"asin\": \"B0BSG2MJX7\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men\", \"asin\": \"B0014JLYPQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men\", \"asin\": \"B097C1JHJZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men\", \"asin\": \"B0BSG2MJX7\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men\", \"asin\": \"B0CD1CQLFK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:54:04.938Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T03:54:04.938Z
|
click
|
product_option
|
rule
|
train
| 1,277 |
2025-04-11T03:54:04.938Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$40.00"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B09621STLX"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black/Slate Grey"},
{"Size": "9 Women/7 Men"}],
"promotion_items": [{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men", "asin": "B097C1JVNJ", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men", "asin": "B07CN32X3T", "price": "$54.99", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex All-Terrain Atlas Clogs Black, Numeric_5 US Men", "asin": "B0BTPS2Q27", "price": "$37.49", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""},
{"title": "Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men", "asin": "B0BSG2MJX7", "price": "$69.95", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men", "asin": "B0014JLYPQ", "price": "$44.99", "quantity": ""},
{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men", "asin": "B097C1JHJZ", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men", "asin": "B0BSG2MJX7", "price": "$69.95", "quantity": ""},
{"title": "Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men", "asin": "B0BRCX68Z9", "price": "$9.59", "quantity": ""},
{"title": "Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men", "asin": "B0CD1CQLFK", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men", "asin": "B07CN32X3T", "price": "$54.99", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T03:54:04.938Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T03:54:04.938Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T03:54:04.938Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1277,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$40.00\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B09621STLX\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex All-Terrain Atlas Clogs Black, Numeric_5 US Men\", \"asin\": \"B0BTPS2Q27\", \"price\": \"$37.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men\", \"asin\": \"B0BSG2MJX7\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men\", \"asin\": \"B0014JLYPQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men\", \"asin\": \"B097C1JHJZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men\", \"asin\": \"B0BSG2MJX7\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men\", \"asin\": \"B0CD1CQLFK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:54:04.938Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$51.55\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B09622GLV5\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Light Grey/Slate Grey\"},\n{\"Size\": \"8 Women/6 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 8 Women/6 Men\", \"asin\": \"B07CN7HQJD\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shower Sandals Yard Gardening Beach Water Plastic Rubber House Indoor YY161 Navy 10 Women/8 Men\", \"asin\": \"B071DD6168\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shoes Garden Shoes Shower Slippers Sandals Yard Gardening Beach Water Plastic Rubber Comfortable House Indoor Summer Adult Female Male AM1702 Black Size 13 Women/12 Men\", \"asin\": \"B06XJ2R978\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men\", \"asin\": \"B097C1JHJZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 6 Women/4 Men\", \"asin\": \"B07CN6CJQ6\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men\", \"asin\": \"B0CD1CQLFK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men\", \"asin\": \"B0014JLYPQ\", \"price\": \"$44.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:54:47.156Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T03:54:47.156Z
|
click
|
product_option
|
rule
|
train
| 1,278 |
2025-04-11T03:54:47.156Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$51.55"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B09622GLV5"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Light Grey/Slate Grey"},
{"Size": "8 Women/6 Men"}],
"promotion_items": [{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men", "asin": "B097C1JVNJ", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 8 Women/6 Men", "asin": "B07CN7HQJD", "price": "$44.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "Amoji Garden Clogs Shower Sandals Yard Gardening Beach Water Plastic Rubber House Indoor YY161 Navy 10 Women/8 Men", "asin": "B071DD6168", "price": "$27.99", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""},
{"title": "Amoji Garden Clogs Shoes Garden Shoes Shower Slippers Sandals Yard Gardening Beach Water Plastic Rubber Comfortable House Indoor Summer Adult Female Male AM1702 Black Size 13 Women/12 Men", "asin": "B06XJ2R978", "price": "$27.99", "quantity": ""},
{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men", "asin": "B097C1JHJZ", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 6 Women/4 Men", "asin": "B07CN6CJQ6", "price": "$54.99", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men", "asin": "B0CD1CQLFK", "price": "$39.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men", "asin": "B0014JLYPQ", "price": "$44.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T03:54:47.156Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T03:54:47.156Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T03:54:47.156Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1278,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$51.55\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B09622GLV5\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Light Grey/Slate Grey\"},\n{\"Size\": \"8 Women/6 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 8 Women/6 Men\", \"asin\": \"B07CN7HQJD\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shower Sandals Yard Gardening Beach Water Plastic Rubber House Indoor YY161 Navy 10 Women/8 Men\", \"asin\": \"B071DD6168\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shoes Garden Shoes Shower Slippers Sandals Yard Gardening Beach Water Plastic Rubber Comfortable House Indoor Summer Adult Female Male AM1702 Black Size 13 Women/12 Men\", \"asin\": \"B06XJ2R978\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men\", \"asin\": \"B097C1JHJZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 6 Women/4 Men\", \"asin\": \"B07CN6CJQ6\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men\", \"asin\": \"B0CD1CQLFK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men\", \"asin\": \"B0014JLYPQ\", \"price\": \"$44.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:54:47.156Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$49.67\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B09622NW7Q\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Light Grey/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shower Sandals Yard Gardening Beach Water Plastic Rubber House Indoor YY161 Gray 10 Women/8 Men\", \"asin\": \"B071CJLPHS\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 6 Women/4 Men\", \"asin\": \"B0BSG4JLP5\", \"price\": \"$68.70\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 6 Women/4 Men\", \"asin\": \"B0BSG4JLP5\", \"price\": \"$68.70\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men\", \"asin\": \"B097C1JHJZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 3, Women's 5 Medium\", \"asin\": \"B0CN368S22\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Retro Navy,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XV36S8B\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:55:03.337Z\", // 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
|
2025-04-11T03:55:03.337Z
|
click
|
product_option
|
rule
|
train
| 1,279 |
2025-04-11T03:55:03.337Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$49.67"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B09622NW7Q"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Light Grey/Slate Grey"},
{"Size": "9 Women/7 Men"}],
"promotion_items": [{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men", "asin": "B097C1JVNJ", "price": "$34.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men", "asin": "B07CN32X3T", "price": "$54.99", "quantity": ""},
{"title": "Amoji Garden Clogs Shower Sandals Yard Gardening Beach Water Plastic Rubber House Indoor YY161 Gray 10 Women/8 Men", "asin": "B071CJLPHS", "price": "$27.99", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""},
{"title": "Crocs Unisex-Adult Echo Clogs, Black, 6 Women/4 Men", "asin": "B0BSG4JLP5", "price": "$68.70", "quantity": ""},
{"title": "Crocs Unisex-Adult Echo Clogs, Black, 6 Women/4 Men", "asin": "B0BSG4JLP5", "price": "$68.70", "quantity": ""},
{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men", "asin": "B097C1JHJZ", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex Snow White Siren Clog Black Men's 3, Women's 5 Medium", "asin": "B0CN368S22", "price": "$94.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Retro Navy,12.5-13.5 Women/11-11.5 Men", "asin": "B09XV36S8B", "price": "$34.99", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men", "asin": "B07CN32X3T", "price": "$54.99", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T03:55:03.337Z", // 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\": \"2025-04-11T03:55:03.337Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T03:55:03.337Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1279,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$49.67\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B09622NW7Q\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Light Grey/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shower Sandals Yard Gardening Beach Water Plastic Rubber House Indoor YY161 Gray 10 Women/8 Men\", \"asin\": \"B071CJLPHS\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 6 Women/4 Men\", \"asin\": \"B0BSG4JLP5\", \"price\": \"$68.70\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 6 Women/4 Men\", \"asin\": \"B0BSG4JLP5\", \"price\": \"$68.70\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 11-11.5 Women/9.5-10 Men\", \"asin\": \"B097C1JHJZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 3, Women's 5 Medium\", \"asin\": \"B0CN368S22\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Retro Navy,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XV36S8B\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:55:03.337Z\", // 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\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.99\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0962DM2HH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Light Grey/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C115S1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 8 Women/6 Men\", \"asin\": \"B07CN7HQJD\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men\", \"asin\": \"B0014JLYPQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men\", \"asin\": \"B0CD1CQLFK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 3, Women's 5 Medium\", \"asin\": \"B0CN368S22\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 6 Women/4 Men\", \"asin\": \"B07CN6CJQ6\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Lined Clogs, Black, Numeric_6\", \"asin\": \"B0BQWBMN69\", \"price\": \"$45.08\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:55:14.375Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T03:55:14.375Z
|
click
|
other
|
rule
|
train
| 1,280 |
2025-04-11T03:55:14.375Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$59.99"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B0962DM2HH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Light Grey/Slate Grey"},
{"Size": "9 Women/7 Men"}],
"promotion_items": [{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men", "asin": "B097C115S1", "price": "$34.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 8 Women/6 Men", "asin": "B07CN7HQJD", "price": "$44.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men", "asin": "B0014JLYPQ", "price": "$44.99", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""},
{"title": "Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men", "asin": "B0CD1CQLFK", "price": "$39.99", "quantity": ""},
{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men", "asin": "B097C1JVNJ", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex Snow White Siren Clog Black Men's 3, Women's 5 Medium", "asin": "B0CN368S22", "price": "$94.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 6 Women/4 Men", "asin": "B07CN6CJQ6", "price": "$54.99", "quantity": ""},
{"title": "Crocs Women's Classic Platform Lined Clogs, Black, Numeric_6", "asin": "B0BQWBMN69", "price": "$45.08", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T03:55:14.375Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T03:55:14.375Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T03:55:14.375Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1280,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.99\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0962DM2HH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Light Grey/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C115S1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 8 Women/6 Men\", \"asin\": \"B07CN7HQJD\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clog, Slip Resistant Work Shoe, Black, 9 Women/7 Men\", \"asin\": \"B0014JLYPQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Mellow Clog, Spice, 4 Women/2 Men\", \"asin\": \"B0CD1CQLFK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 3, Women's 5 Medium\", \"asin\": \"B0CN368S22\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 6 Women/4 Men\", \"asin\": \"B07CN6CJQ6\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Lined Clogs, Black, Numeric_6\", \"asin\": \"B0BQWBMN69\", \"price\": \"$45.08\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T03:55:14.375Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$40.00\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B09621STLX\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex All-Terrain Atlas Clogs Black, Numeric_5 US Men\", \"asin\": \"B0BTPS2Q27\", \"price\": \"$37.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 7 Men/9 Women\", \"asin\": \"B000ZP6MIY\", \"price\": \"$40.38\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Garden Shoes Shower Slippers Sandals Yard Gardening Beach Water Plastic Rubber Comfortable House Indoor Summer Adult Male Female AM161 ArmyGreen Size 13 Women/11 Men\", \"asin\": \"B07WPTWJH8\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bayaband Clogs, Black/White, 10 Men/12 Women\", \"asin\": \"B077G7S8F4\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,7.5 Women/6 Men\", \"asin\": \"B0C6KL6WBV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"SAGUARO Men's Women's Quick Dry Garden Shoes Lightweight Breathable Gardening Clog Water Shoes Mesh Sandals for Sports Outdoor Beach Pool Exercise Grey 10 Women/8 Men\", \"asin\": \"B097BV7S1Y\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"SAGUARO Mens Garden Shoes for Women Breathable Slip-On Gardening Clogs Quick Dry Non-Slip Water Shoe Outdoor Beach Sandals Aero XVII Grey 12.5 Women/10.5 Men\", \"asin\": \"B07QGTYT8V\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Garden Shoes Shower Slippers Sandals Yard Gardening Beach Water Plastic Rubber Comfortable House Indoor Summer Adult Male Female AM161 ArmyGreen Size 13 Women/11 Men\", \"asin\": \"B07WPTWJH8\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Besroad Quick Drying Drainage Water Shoes Pool Swimming Slip on Sandals Fashion Sneakers for Men Women Mesh Dark Grey 11.5 Women/10.5 Men\", \"asin\": \"B0DPMLQFG6\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Classic Realtree Clog, Multi Max 7, 11 Men/13 Women\", \"asin\": \"B0CVLHJTFY\", \"price\": \"$59.95\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shower Shoes Rubber Sandals Yard Beach Pool House Summer Slipper 1702 Navy 6 Women/4 Men\", \"asin\": \"B06XPGGG8M\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"DOUSSPRT Men's Water Shoes Quick Drying Sports Aqua Shoes Dark Allblack Size 9.5\", \"asin\": \"B07MHKG963\", \"price\": \"$26.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T19:41:05.616Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T19:41:05.616Z
|
click
|
product_option
|
rule
|
train
| 1,281 |
2025-04-11T19:41:05.616Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$40.00"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B09621STLX"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black/Slate Grey"},
{"Size": "9 Women/7 Men"}],
"promotion_items": [{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men", "asin": "B097C1JVNJ", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex All-Terrain Atlas Clogs Black, Numeric_5 US Men", "asin": "B0BTPS2Q27", "price": "$37.49", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 7 Men/9 Women", "asin": "B000ZP6MIY", "price": "$40.38", "quantity": ""},
{"title": "Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women", "asin": "B0825GDGF5", "price": "$38.49", "quantity": ""},
{"title": "Amoji Garden Clogs Garden Shoes Shower Slippers Sandals Yard Gardening Beach Water Plastic Rubber Comfortable House Indoor Summer Adult Male Female AM161 ArmyGreen Size 13 Women/11 Men", "asin": "B07WPTWJH8", "price": "$27.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bayaband Clogs, Black/White, 10 Men/12 Women", "asin": "B077G7S8F4", "price": "$53.99", "quantity": ""},
{"title": "Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,7.5 Women/6 Men", "asin": "B0C6KL6WBV", "price": "$34.99", "quantity": ""},
{"title": "SAGUARO Men's Women's Quick Dry Garden Shoes Lightweight Breathable Gardening Clog Water Shoes Mesh Sandals for Sports Outdoor Beach Pool Exercise Grey 10 Women/8 Men", "asin": "B097BV7S1Y", "price": "$29.99", "quantity": ""},
{"title": "SAGUARO Mens Garden Shoes for Women Breathable Slip-On Gardening Clogs Quick Dry Non-Slip Water Shoe Outdoor Beach Sandals Aero XVII Grey 12.5 Women/10.5 Men", "asin": "B07QGTYT8V", "price": "$23.99", "quantity": ""},
{"title": "Amoji Garden Clogs Garden Shoes Shower Slippers Sandals Yard Gardening Beach Water Plastic Rubber Comfortable House Indoor Summer Adult Male Female AM161 ArmyGreen Size 13 Women/11 Men", "asin": "B07WPTWJH8", "price": "$27.99", "quantity": ""},
{"title": "Besroad Quick Drying Drainage Water Shoes Pool Swimming Slip on Sandals Fashion Sneakers for Men Women Mesh Dark Grey 11.5 Women/10.5 Men", "asin": "B0DPMLQFG6", "price": "$23.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Classic Realtree Clog, Multi Max 7, 11 Men/13 Women", "asin": "B0CVLHJTFY", "price": "$59.95", "quantity": ""},
{"title": "Amoji Garden Clogs Shower Shoes Rubber Sandals Yard Beach Pool House Summer Slipper 1702 Navy 6 Women/4 Men", "asin": "B06XPGGG8M", "price": "$27.99", "quantity": ""},
{"title": "DOUSSPRT Men's Water Shoes Quick Drying Sports Aqua Shoes Dark Allblack Size 9.5", "asin": "B07MHKG963", "price": "$26.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T19:41:05.616Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T19:41:05.616Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T19:41:05.616Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1281,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$40.00\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B09621STLX\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex All-Terrain Atlas Clogs Black, Numeric_5 US Men\", \"asin\": \"B0BTPS2Q27\", \"price\": \"$37.49\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 7 Men/9 Women\", \"asin\": \"B000ZP6MIY\", \"price\": \"$40.38\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Bistro Graphic Clogs, Slip Resistant Work Shoes, Black/Lightning, 12 US Women\", \"asin\": \"B0825GDGF5\", \"price\": \"$38.49\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Garden Shoes Shower Slippers Sandals Yard Gardening Beach Water Plastic Rubber Comfortable House Indoor Summer Adult Male Female AM161 ArmyGreen Size 13 Women/11 Men\", \"asin\": \"B07WPTWJH8\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bayaband Clogs, Black/White, 10 Men/12 Women\", \"asin\": \"B077G7S8F4\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,7.5 Women/6 Men\", \"asin\": \"B0C6KL6WBV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"SAGUARO Men's Women's Quick Dry Garden Shoes Lightweight Breathable Gardening Clog Water Shoes Mesh Sandals for Sports Outdoor Beach Pool Exercise Grey 10 Women/8 Men\", \"asin\": \"B097BV7S1Y\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"SAGUARO Mens Garden Shoes for Women Breathable Slip-On Gardening Clogs Quick Dry Non-Slip Water Shoe Outdoor Beach Sandals Aero XVII Grey 12.5 Women/10.5 Men\", \"asin\": \"B07QGTYT8V\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Garden Shoes Shower Slippers Sandals Yard Gardening Beach Water Plastic Rubber Comfortable House Indoor Summer Adult Male Female AM161 ArmyGreen Size 13 Women/11 Men\", \"asin\": \"B07WPTWJH8\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Besroad Quick Drying Drainage Water Shoes Pool Swimming Slip on Sandals Fashion Sneakers for Men Women Mesh Dark Grey 11.5 Women/10.5 Men\", \"asin\": \"B0DPMLQFG6\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Classic Realtree Clog, Multi Max 7, 11 Men/13 Women\", \"asin\": \"B0CVLHJTFY\", \"price\": \"$59.95\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shower Shoes Rubber Sandals Yard Beach Pool House Summer Slipper 1702 Navy 6 Women/4 Men\", \"asin\": \"B06XPGGG8M\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"DOUSSPRT Men's Water Shoes Quick Drying Sports Aqua Shoes Dark Allblack Size 9.5\", \"asin\": \"B07MHKG963\", \"price\": \"$26.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T19:41:05.616Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.95\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0961YX1MM\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C115S1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes Black 13.5 Women/11.5 Men\", \"asin\": \"B08RYJ8XN9\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,10.5 Women/9 Men\", \"asin\": \"B0C6KPDGRM\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 7 Men/9 Women\", \"asin\": \"B000ZP6MIY\", \"price\": \"$40.38\", \"quantity\": \"\"},\n{\"title\": \"Besroad Mens Womens Slip on Breathable Classic Clogs Barefoot Athletic Sports Water Shoes Fashion Sneakers Black 9 Women/7.5 Men\", \"asin\": \"B09VT7KFSK\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Nightfall, 11 Women/9 Men\", \"asin\": \"B0CNJCXH9P\", \"price\": \"$68.76\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 14-15 Women/12-13 Men\", \"asin\": \"B097BYQCXT\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 8, Women's 10 Medium\", \"asin\": \"B0CN35F727\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's On The Clock Work Sneakers, Slip Resistant Shoes, Atmosphere/Multi, 7.5\", \"asin\": \"B0C2H2SFDT\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 7 Men/9 Women\", \"asin\": \"B000ZP6MIY\", \"price\": \"$40.38\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Nightfall, 11 Women/9 Men\", \"asin\": \"B0CNJCXH9P\", \"price\": \"$68.76\", \"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\": \"2025-04-11T19:42:30.891Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T19:42:30.891Z
|
click
|
review
|
rule
|
train
| 1,282 |
2025-04-11T19:42:30.891Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T19:41:05.616Z", "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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$59.95"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B0961YX1MM"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black/Slate Grey"},
{"Size": "9 Women/7 Men"}],
"promotion_items": [{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men", "asin": "B097C115S1", "price": "$34.99", "quantity": ""},
{"title": "SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes Black 13.5 Women/11.5 Men", "asin": "B08RYJ8XN9", "price": "$28.99", "quantity": ""},
{"title": "Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,10.5 Women/9 Men", "asin": "B0C6KPDGRM", "price": "$34.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 7 Men/9 Women", "asin": "B000ZP6MIY", "price": "$40.38", "quantity": ""},
{"title": "Besroad Mens Womens Slip on Breathable Classic Clogs Barefoot Athletic Sports Water Shoes Fashion Sneakers Black 9 Women/7.5 Men", "asin": "B09VT7KFSK", "price": "$23.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Echo Clogs, Nightfall, 11 Women/9 Men", "asin": "B0CNJCXH9P", "price": "$68.76", "quantity": ""},
{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 14-15 Women/12-13 Men", "asin": "B097BYQCXT", "price": "$34.99", "quantity": ""},
{"title": "Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men", "asin": "B0BRCX68Z9", "price": "$9.59", "quantity": ""},
{"title": "Crocs Unisex Snow White Siren Clog Black Men's 8, Women's 10 Medium", "asin": "B0CN35F727", "price": "$94.99", "quantity": ""},
{"title": "Crocs Women's On The Clock Work Sneakers, Slip Resistant Shoes, Atmosphere/Multi, 7.5", "asin": "B0C2H2SFDT", "price": "$69.95", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 7 Men/9 Women", "asin": "B000ZP6MIY", "price": "$40.38", "quantity": ""},
{"title": "Crocs Unisex-Adult Echo Clogs, Nightfall, 11 Women/9 Men", "asin": "B0CNJCXH9P", "price": "$68.76", "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": "2025-04-11T19:42:30.891Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T19:42:30.891Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T19:42:30.891Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1282,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.95\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0961YX1MM\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C115S1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes Black 13.5 Women/11.5 Men\", \"asin\": \"B08RYJ8XN9\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,10.5 Women/9 Men\", \"asin\": \"B0C6KPDGRM\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 7 Men/9 Women\", \"asin\": \"B000ZP6MIY\", \"price\": \"$40.38\", \"quantity\": \"\"},\n{\"title\": \"Besroad Mens Womens Slip on Breathable Classic Clogs Barefoot Athletic Sports Water Shoes Fashion Sneakers Black 9 Women/7.5 Men\", \"asin\": \"B09VT7KFSK\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Nightfall, 11 Women/9 Men\", \"asin\": \"B0CNJCXH9P\", \"price\": \"$68.76\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 14-15 Women/12-13 Men\", \"asin\": \"B097BYQCXT\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 8, Women's 10 Medium\", \"asin\": \"B0CN35F727\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's On The Clock Work Sneakers, Slip Resistant Shoes, Atmosphere/Multi, 7.5\", \"asin\": \"B0C2H2SFDT\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 7 Men/9 Women\", \"asin\": \"B000ZP6MIY\", \"price\": \"$40.38\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Nightfall, 11 Women/9 Men\", \"asin\": \"B0CNJCXH9P\", \"price\": \"$68.76\", \"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\": \"2025-04-11T19:42:30.891Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.95\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0961YX1MM\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Light Grey/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C115S1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes Black 13.5 Women/11.5 Men\", \"asin\": \"B08RYJ8XN9\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,10.5 Women/9 Men\", \"asin\": \"B0C6KPDGRM\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 7 Men/9 Women\", \"asin\": \"B000ZP6MIY\", \"price\": \"$40.38\", \"quantity\": \"\"},\n{\"title\": \"Besroad Mens Womens Slip on Breathable Classic Clogs Barefoot Athletic Sports Water Shoes Fashion Sneakers Black 9 Women/7.5 Men\", \"asin\": \"B09VT7KFSK\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Nightfall, 11 Women/9 Men\", \"asin\": \"B0CNJCXH9P\", \"price\": \"$68.76\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 14-15 Women/12-13 Men\", \"asin\": \"B097BYQCXT\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 8, Women's 10 Medium\", \"asin\": \"B0CN35F727\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's On The Clock Work Sneakers, Slip Resistant Shoes, Atmosphere/Multi, 7.5\", \"asin\": \"B0C2H2SFDT\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 7 Men/9 Women\", \"asin\": \"B000ZP6MIY\", \"price\": \"$40.38\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Nightfall, 11 Women/9 Men\", \"asin\": \"B0CNJCXH9P\", \"price\": \"$68.76\", \"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\": \"2025-04-11T19:42:44.169Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T19:42:44.169Z
|
click
|
product_option
|
rule
|
train
| 1,283 |
2025-04-11T19:42:44.169Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$59.95"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B0961YX1MM"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Light Grey/Slate Grey"},
{"Size": "9 Women/7 Men"}],
"promotion_items": [{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men", "asin": "B097C115S1", "price": "$34.99", "quantity": ""},
{"title": "SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes Black 13.5 Women/11.5 Men", "asin": "B08RYJ8XN9", "price": "$28.99", "quantity": ""},
{"title": "Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,10.5 Women/9 Men", "asin": "B0C6KPDGRM", "price": "$34.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 7 Men/9 Women", "asin": "B000ZP6MIY", "price": "$40.38", "quantity": ""},
{"title": "Besroad Mens Womens Slip on Breathable Classic Clogs Barefoot Athletic Sports Water Shoes Fashion Sneakers Black 9 Women/7.5 Men", "asin": "B09VT7KFSK", "price": "$23.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Echo Clogs, Nightfall, 11 Women/9 Men", "asin": "B0CNJCXH9P", "price": "$68.76", "quantity": ""},
{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 14-15 Women/12-13 Men", "asin": "B097BYQCXT", "price": "$34.99", "quantity": ""},
{"title": "Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men", "asin": "B0BRCX68Z9", "price": "$9.59", "quantity": ""},
{"title": "Crocs Unisex Snow White Siren Clog Black Men's 8, Women's 10 Medium", "asin": "B0CN35F727", "price": "$94.99", "quantity": ""},
{"title": "Crocs Women's On The Clock Work Sneakers, Slip Resistant Shoes, Atmosphere/Multi, 7.5", "asin": "B0C2H2SFDT", "price": "$69.95", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 7 Men/9 Women", "asin": "B000ZP6MIY", "price": "$40.38", "quantity": ""},
{"title": "Crocs Unisex-Adult Echo Clogs, Nightfall, 11 Women/9 Men", "asin": "B0CNJCXH9P", "price": "$68.76", "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": "2025-04-11T19:42:44.169Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T19:42:44.169Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T19:42:44.169Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1283,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.95\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0961YX1MM\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Light Grey/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C115S1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes Black 13.5 Women/11.5 Men\", \"asin\": \"B08RYJ8XN9\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,10.5 Women/9 Men\", \"asin\": \"B0C6KPDGRM\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 7 Men/9 Women\", \"asin\": \"B000ZP6MIY\", \"price\": \"$40.38\", \"quantity\": \"\"},\n{\"title\": \"Besroad Mens Womens Slip on Breathable Classic Clogs Barefoot Athletic Sports Water Shoes Fashion Sneakers Black 9 Women/7.5 Men\", \"asin\": \"B09VT7KFSK\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Nightfall, 11 Women/9 Men\", \"asin\": \"B0CNJCXH9P\", \"price\": \"$68.76\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 14-15 Women/12-13 Men\", \"asin\": \"B097BYQCXT\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 8, Women's 10 Medium\", \"asin\": \"B0CN35F727\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's On The Clock Work Sneakers, Slip Resistant Shoes, Atmosphere/Multi, 7.5\", \"asin\": \"B0C2H2SFDT\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 7 Men/9 Women\", \"asin\": \"B000ZP6MIY\", \"price\": \"$40.38\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Nightfall, 11 Women/9 Men\", \"asin\": \"B0CNJCXH9P\", \"price\": \"$68.76\", \"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\": \"2025-04-11T19:42:44.169Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.99\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0962DM2HH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Light Grey/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C115S1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 9 Men/11 Women\", \"asin\": \"B000ZPDDW2\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,7.5 Women/6 Men\", \"asin\": \"B0C6KL6WBV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men\", \"asin\": \"B0BSG2MJX7\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shower Shoes Rubber Sandals Yard Beach Pool House Summer Slipper 1702 Navy 8 Women/6 Men\", \"asin\": \"B06XPM4PV6\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 3, Women's 5 Medium\", \"asin\": \"B0CN368S22\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Grey, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1K7JM\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)\", \"asin\": \"B09PTVZ32V\", \"price\": \"$28.89\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, White, 16 Women/14 Men\", \"asin\": \"B07FQNLTBK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Juicy Couture Bae Clog, 8\", \"asin\": \"B0D61T1JWC\", \"price\": \"$84.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T19:43:31.289Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T19:43:31.289Z
|
click
|
nav_bar
|
rule
|
train
| 1,284 |
2025-04-11T19:43:31.289Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T19:42:44.169Z", "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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$59.99"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B0962DM2HH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Light Grey/Slate Grey"},
{"Size": "9 Women/7 Men"}],
"promotion_items": [{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men", "asin": "B097C115S1", "price": "$34.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 9 Men/11 Women", "asin": "B000ZPDDW2", "price": "$44.99", "quantity": ""},
{"title": "Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,7.5 Women/6 Men", "asin": "B0C6KL6WBV", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men", "asin": "B07CN32X3T", "price": "$39.95", "quantity": ""},
{"title": "Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men", "asin": "B0BSG2MJX7", "price": "$69.95", "quantity": ""},
{"title": "Amoji Garden Clogs Shower Shoes Rubber Sandals Yard Beach Pool House Summer Slipper 1702 Navy 8 Women/6 Men", "asin": "B06XPM4PV6", "price": "$27.99", "quantity": ""},
{"title": "Crocs Unisex Snow White Siren Clog Black Men's 3, Women's 5 Medium", "asin": "B0CN368S22", "price": "$94.99", "quantity": ""},
{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Grey, 9.5-10.5 Women/8-9 Men", "asin": "B097C1K7JM", "price": "$34.99", "quantity": ""},
{"title": "HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)", "asin": "B09PTVZ32V", "price": "$28.89", "quantity": ""},
{"title": "Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men", "asin": "B0BRCX68Z9", "price": "$9.59", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, White, 16 Women/14 Men", "asin": "B07FQNLTBK", "price": "$39.99", "quantity": ""},
{"title": "Crocs Women's Juicy Couture Bae Clog, 8", "asin": "B0D61T1JWC", "price": "$84.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T19:43:31.289Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T19:43:31.289Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T19:43:31.289Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 1284,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.99\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0962DM2HH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Light Grey/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C115S1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 9 Men/11 Women\", \"asin\": \"B000ZPDDW2\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,7.5 Women/6 Men\", \"asin\": \"B0C6KL6WBV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men\", \"asin\": \"B0BSG2MJX7\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shower Shoes Rubber Sandals Yard Beach Pool House Summer Slipper 1702 Navy 8 Women/6 Men\", \"asin\": \"B06XPM4PV6\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 3, Women's 5 Medium\", \"asin\": \"B0CN368S22\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Grey, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1K7JM\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)\", \"asin\": \"B09PTVZ32V\", \"price\": \"$28.89\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, White, 16 Women/14 Men\", \"asin\": \"B07FQNLTBK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Juicy Couture Bae Clog, 8\", \"asin\": \"B0D61T1JWC\", \"price\": \"$84.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T19:43:31.289Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.99\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0962DM2HH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Light Grey/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C115S1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 9 Men/11 Women\", \"asin\": \"B000ZPDDW2\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,7.5 Women/6 Men\", \"asin\": \"B0C6KL6WBV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men\", \"asin\": \"B0BSG2MJX7\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shower Shoes Rubber Sandals Yard Beach Pool House Summer Slipper 1702 Navy 8 Women/6 Men\", \"asin\": \"B06XPM4PV6\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 3, Women's 5 Medium\", \"asin\": \"B0CN368S22\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Grey, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1K7JM\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)\", \"asin\": \"B09PTVZ32V\", \"price\": \"$28.89\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, White, 16 Women/14 Men\", \"asin\": \"B07FQNLTBK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Juicy Couture Bae Clog, 8\", \"asin\": \"B0D61T1JWC\", \"price\": \"$84.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T19:44:14.384Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T19:44:14.384Z
|
click
|
nav_bar
|
rule
|
train
| 1,285 |
2025-04-11T19:44:14.384Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T19:42:44.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:43:31.289Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$59.99"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B0962DM2HH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Light Grey/Slate Grey"},
{"Size": "9 Women/7 Men"}],
"promotion_items": [{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men", "asin": "B097C115S1", "price": "$34.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 9 Men/11 Women", "asin": "B000ZPDDW2", "price": "$44.99", "quantity": ""},
{"title": "Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,7.5 Women/6 Men", "asin": "B0C6KL6WBV", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men", "asin": "B07CN32X3T", "price": "$39.95", "quantity": ""},
{"title": "Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men", "asin": "B0BSG2MJX7", "price": "$69.95", "quantity": ""},
{"title": "Amoji Garden Clogs Shower Shoes Rubber Sandals Yard Beach Pool House Summer Slipper 1702 Navy 8 Women/6 Men", "asin": "B06XPM4PV6", "price": "$27.99", "quantity": ""},
{"title": "Crocs Unisex Snow White Siren Clog Black Men's 3, Women's 5 Medium", "asin": "B0CN368S22", "price": "$94.99", "quantity": ""},
{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Grey, 9.5-10.5 Women/8-9 Men", "asin": "B097C1K7JM", "price": "$34.99", "quantity": ""},
{"title": "HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)", "asin": "B09PTVZ32V", "price": "$28.89", "quantity": ""},
{"title": "Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men", "asin": "B0BRCX68Z9", "price": "$9.59", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, White, 16 Women/14 Men", "asin": "B07FQNLTBK", "price": "$39.99", "quantity": ""},
{"title": "Crocs Women's Juicy Couture Bae Clog, 8", "asin": "B0D61T1JWC", "price": "$84.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T19:44:14.384Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T19:44:14.384Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T19:44:14.384Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 1285,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.99\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0962DM2HH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Light Grey/Slate Grey\"},\n{\"Size\": \"9 Women/7 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C115S1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Clogs, Slip Resistant Work Shoes, Navy, 9 Men/11 Women\", \"asin\": \"B000ZPDDW2\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,7.5 Women/6 Men\", \"asin\": \"B0C6KL6WBV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Echo Clogs, Black, 8 Women/6 Men\", \"asin\": \"B0BSG2MJX7\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shower Shoes Rubber Sandals Yard Beach Pool House Summer Slipper 1702 Navy 8 Women/6 Men\", \"asin\": \"B06XPM4PV6\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 3, Women's 5 Medium\", \"asin\": \"B0CN368S22\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Grey, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1K7JM\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)\", \"asin\": \"B09PTVZ32V\", \"price\": \"$28.89\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, White, 16 Women/14 Men\", \"asin\": \"B07FQNLTBK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Juicy Couture Bae Clog, 8\", \"asin\": \"B0D61T1JWC\", \"price\": \"$84.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T19:44:14.384Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:08:21.248Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T20:08:21.248Z
|
click
|
search
|
rule
|
train
| 1,286 |
2025-04-11T20:08:21.248Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T19:42:44.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:43:31.289Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T19:44:14.384Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T20:08:21.248Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T20:08:21.248Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T20:08:21.248Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1286,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:08:21.248Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"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\"promotion_items\": [{\"title\": \"Mini Mic Pro (Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR\", \"asin\": \"/promo/A2CXYSJCLIBCCF\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"MAYBESTA Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube\", \"asin\": \"B09P3T1X8Q\", \"price\": \"$14.34\", \"quantity\": \"\"},\n{\"title\": \"ALTSON 60 LED Portable Selfie Light Video Conference Lighting with Clip & Camera Tripod Adapter Rechargeable 2200mAh CRI 97+, 3 Light Modes for Phone iPhone Webcam Laptop Photo Makeup\", \"asin\": \"B0C2C9QT91\", \"price\": \"$14.95\", \"quantity\": \"\"},\n{\"title\": \"Fit Simplify Resistance Loop Exercise Bands with Instruction Guide and Carry Bag, Set of 5\", \"asin\": \"B01AVDVHTI\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 10'' Ring Light with 50'' Extendable Tripod Stand, LED Circle Lights with Phone Holder for Live Stream/Makeup/YouTube Video/TikTok, Compatible with All Phones\", \"asin\": \"/promo/A2WKJJ9H1G98GN\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"2-Pack LED Video Light Kit, NiceVeedi Studio Light, 2800-6500K Dimmable Photography Lighting Kit with Tripod Stand&Phone Holder, 73\\\" Stream Light for Video Recording, Game Streaming, YouTube\\u2026\", \"asin\": \"/promo/A2PSJ3URN9XWVZ\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Magnetic Selfie Light, LED Fill Light Compatible with Magsafe, iPhone, Android, iPad, Laptop, for Selfies/Photography/TikTok/Zoom Calls/Video Conference\", \"asin\": \"B0CHS2Y23C\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Torjim Softbox Photography Lighting Kit, 16'' x 16'' Professional Softbox Lighting Kit with 85W 3000-7500K LED Bulbs, Studio Lights for Photography/Video Recording/Live Streaming/Portraits Shooting\", \"asin\": \"B0C1MYB5KK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ECOMXIA 2 Pcs Wireless Lavalier Microphone for iPhone iPad Android with Charging Case 7H Clip on Lapel Microphone Wireless for Video Recording Vlogging, YouTube, Interview, 3 Mode Denoise, 70ft\", \"asin\": \"/promo/A3PA5D61CZ5ZB1\", \"price\": \"$33.98\", \"quantity\": \"\"},\n{\"title\": \"PellKing Mobile Phone Chest Strap Harness Mount Head Strap Holder Kit for POV/VLOG,Cell Phone Clip Compatible with iPhone,Samsung,GoPro Hero 9, 8,7, 6, 5, 4, 3,2, 1,AKASO,DJI Osmo,and Action Cameras\\u2026\", \"asin\": \"/promo/A2O5ROYSLYIPA\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"eLander Tripod Mount, Smart Phone Tripod Mount Adaptor, 360\\u00ba Swivel Selfie Video Recording Camera Tripod Adapter, for Smart Phone up to 6\\\", Fit Tripod with 1/4-20 Connection\", \"asin\": \"B01KQ84REK\", \"price\": \"$17.55\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"delivery\": \"FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"62-inch\"}, {\"Color\": \"Black\"}]}],\n\"saved_items\": [{\"title\": \"Franklin Sports Badminton Racket + Birdie Set - Replacement Badminton Equipment for Kids + Adults - 2 Player Badminton Racket Set, Red/ White/ Blue\", \"asin\": \"B00FPQQIAA\", \"price\": \"$12.99\", \"options\": [{\"Style\": \"2 Player\"}]},\n{\"title\": \"Dubinik\\u00ae Mens Flannel Shirts Long Sleeve Flannel Shirt for Men Casual Button Down Brushed 100% Cotton Shirt\", \"asin\": \"B0D66V45J4\", \"options\": [{\"Color\": \"Olive Beige Brown\"}, {\"Size\": \"XX-Large Tall\"}]},\n{\"title\": \"Samsung Galaxy S24 Ultra Cell Phone, 512GB AI Smartphone, Unlocked Android, 200MP, 100x Zoom Cameras, Fast Processor, Long Battery Life, Edge-to-Edge Display, S Pen, US Version, 2024, Titanium Black\", \"asin\": \"B0CMDMKQB7\", \"options\": [{\"Color\": \"Titanium Black\"}, {\"Size\": \"512GB\"}]},\n{\"title\": \"Shiseido Fino Premium Touch Hair Mask, 8.11 Ounce\", \"asin\": \"B000FQNPD8\", \"price\": \"$12.53\", \"options\": [{\"Size\": \"8.11 Ounce (Pack of 1)\"}]},\n{\"title\": \"NIKE Dri-FIT Cushion Crew Training Socks (6 Pair) White With Traditional Black Swoosh Logo ADULT LARGE 8-12 UNISEX\", \"asin\": \"B07CYVDSF4\", \"options\": []},\n{\"title\": \"USB C Block 40W, 4 Ports Wall Plug Fast Charging Block, PD+QC Multiport Power Adapter USB C Charger Type C for iPhone 16,15,14,13,12,11, Pro Max, X, Xr, Xs, 8, 7, Watch, Galaxy Phones (White 1Pack)\", \"asin\": \"B0D3JGZ3F4\", \"options\": [{\"Color\": \"White 1Pack\"}]},\n{\"title\": \"Povinmos 2Pack Overnight Oats Containers with Lids and Handle,14 oz Airtight Oatmeal Container,Mason Jars with Lid for Cereal,Milk,Fruit,Yogurt,On The Go Container,Salad Jars,Glass Jars (White)\", \"asin\": \"B0D3PLB9WZ\", \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Yonex GR 303 Combo Badminton Racquet with Full Cover, Set of 2 (Black)\", \"asin\": \"B07KMWDBGJ\", \"options\": [{\"Color\": \"Black\"}]},\n{\"title\": \"64 oz Water Bottle Insulated with Straw & 3 Lids, Coolflask Large Metal Stainless Steel Water Jug Big Half Gallon Wide Mouth for Sports, Gym or Office, Non-BPA Keep Cold 48H Hot 24H, Magic Black\", \"asin\": \"B091DXH1J2\", \"price\": \"$29.99\", \"options\": [{\"Size\": \"64 Ounces\"}, {\"Color\": \"Magic Black\"}]},\n{\"title\": \"XXXFLOWER Broom and Dustpan Set for Home, Broom with Dustpan Cleaning Teeth Combo Set, Indoor Sweep Broom, 55\\u201d Long Handle Broom for Office Home Kitchen Lobby Floor, Bluish Green\", \"asin\": \"B09BZ9FQVD\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:08:23.144Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T20:08:23.144Z
|
click
|
suggested_term
|
rule
|
train
| 1,287 |
2025-04-11T20:08:23.144Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T19:42:44.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:43:31.289Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T19:44:14.384Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T20:08:21.248Z", "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": ""}],
"promotion_items": [{"title": "Mini Mic Pro (Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR", "asin": "/promo/A2CXYSJCLIBCCF", "price": "$22.99", "quantity": ""},
{"title": "MAYBESTA Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube", "asin": "B09P3T1X8Q", "price": "$14.34", "quantity": ""},
{"title": "ALTSON 60 LED Portable Selfie Light Video Conference Lighting with Clip & Camera Tripod Adapter Rechargeable 2200mAh CRI 97+, 3 Light Modes for Phone iPhone Webcam Laptop Photo Makeup", "asin": "B0C2C9QT91", "price": "$14.95", "quantity": ""},
{"title": "Fit Simplify Resistance Loop Exercise Bands with Instruction Guide and Carry Bag, Set of 5", "asin": "B01AVDVHTI", "price": "$9.98", "quantity": ""},
{"title": "Sensyne 10'' Ring Light with 50'' Extendable Tripod Stand, LED Circle Lights with Phone Holder for Live Stream/Makeup/YouTube Video/TikTok, Compatible with All Phones", "asin": "/promo/A2WKJJ9H1G98GN", "price": "$29.99", "quantity": ""},
{"title": "2-Pack LED Video Light Kit, NiceVeedi Studio Light, 2800-6500K Dimmable Photography Lighting Kit with Tripod Stand&Phone Holder, 73\" Stream Light for Video Recording, Game Streaming, YouTube\u2026", "asin": "/promo/A2PSJ3URN9XWVZ", "price": "$52.99", "quantity": ""},
{"title": "Sensyne Magnetic Selfie Light, LED Fill Light Compatible with Magsafe, iPhone, Android, iPad, Laptop, for Selfies/Photography/TikTok/Zoom Calls/Video Conference", "asin": "B0CHS2Y23C", "price": "$16.99", "quantity": ""},
{"title": "Torjim Softbox Photography Lighting Kit, 16'' x 16'' Professional Softbox Lighting Kit with 85W 3000-7500K LED Bulbs, Studio Lights for Photography/Video Recording/Live Streaming/Portraits Shooting", "asin": "B0C1MYB5KK", "price": "$39.99", "quantity": ""},
{"title": "ECOMXIA 2 Pcs Wireless Lavalier Microphone for iPhone iPad Android with Charging Case 7H Clip on Lapel Microphone Wireless for Video Recording Vlogging, YouTube, Interview, 3 Mode Denoise, 70ft", "asin": "/promo/A3PA5D61CZ5ZB1", "price": "$33.98", "quantity": ""},
{"title": "PellKing Mobile Phone Chest Strap Harness Mount Head Strap Holder Kit for POV/VLOG,Cell Phone Clip Compatible with iPhone,Samsung,GoPro Hero 9, 8,7, 6, 5, 4, 3,2, 1,AKASO,DJI Osmo,and Action Cameras\u2026", "asin": "/promo/A2O5ROYSLYIPA", "price": "$21.99", "quantity": ""},
{"title": "eLander Tripod Mount, Smart Phone Tripod Mount Adaptor, 360\u00ba Swivel Selfie Video Recording Camera Tripod Adapter, for Smart Phone up to 6\", Fit Tripod with 1/4-20 Connection", "asin": "B01KQ84REK", "price": "$17.55", "quantity": ""}],
"active_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "delivery": "FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "62-inch"}, {"Color": "Black"}]}],
"saved_items": [{"title": "Franklin Sports Badminton Racket + Birdie Set - Replacement Badminton Equipment for Kids + Adults - 2 Player Badminton Racket Set, Red/ White/ Blue", "asin": "B00FPQQIAA", "price": "$12.99", "options": [{"Style": "2 Player"}]},
{"title": "Dubinik\u00ae Mens Flannel Shirts Long Sleeve Flannel Shirt for Men Casual Button Down Brushed 100% Cotton Shirt", "asin": "B0D66V45J4", "options": [{"Color": "Olive Beige Brown"}, {"Size": "XX-Large Tall"}]},
{"title": "Samsung Galaxy S24 Ultra Cell Phone, 512GB AI Smartphone, Unlocked Android, 200MP, 100x Zoom Cameras, Fast Processor, Long Battery Life, Edge-to-Edge Display, S Pen, US Version, 2024, Titanium Black", "asin": "B0CMDMKQB7", "options": [{"Color": "Titanium Black"}, {"Size": "512GB"}]},
{"title": "Shiseido Fino Premium Touch Hair Mask, 8.11 Ounce", "asin": "B000FQNPD8", "price": "$12.53", "options": [{"Size": "8.11 Ounce (Pack of 1)"}]},
{"title": "NIKE Dri-FIT Cushion Crew Training Socks (6 Pair) White With Traditional Black Swoosh Logo ADULT LARGE 8-12 UNISEX", "asin": "B07CYVDSF4", "options": []},
{"title": "USB C Block 40W, 4 Ports Wall Plug Fast Charging Block, PD+QC Multiport Power Adapter USB C Charger Type C for iPhone 16,15,14,13,12,11, Pro Max, X, Xr, Xs, 8, 7, Watch, Galaxy Phones (White 1Pack)", "asin": "B0D3JGZ3F4", "options": [{"Color": "White 1Pack"}]},
{"title": "Povinmos 2Pack Overnight Oats Containers with Lids and Handle,14 oz Airtight Oatmeal Container,Mason Jars with Lid for Cereal,Milk,Fruit,Yogurt,On The Go Container,Salad Jars,Glass Jars (White)", "asin": "B0D3PLB9WZ", "options": [{"Color": "White"}]},
{"title": "Yonex GR 303 Combo Badminton Racquet with Full Cover, Set of 2 (Black)", "asin": "B07KMWDBGJ", "options": [{"Color": "Black"}]},
{"title": "64 oz Water Bottle Insulated with Straw & 3 Lids, Coolflask Large Metal Stainless Steel Water Jug Big Half Gallon Wide Mouth for Sports, Gym or Office, Non-BPA Keep Cold 48H Hot 24H, Magic Black", "asin": "B091DXH1J2", "price": "$29.99", "options": [{"Size": "64 Ounces"}, {"Color": "Magic Black"}]},
{"title": "XXXFLOWER Broom and Dustpan Set for Home, Broom with Dustpan Cleaning Teeth Combo Set, Indoor Sweep Broom, 55\u201d Long Handle Broom for Office Home Kitchen Lobby Floor, Bluish Green", "asin": "B09BZ9FQVD", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T20:08:23.144Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T20:08:23.144Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T20:08:23.144Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 1287,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"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\"promotion_items\": [{\"title\": \"Mini Mic Pro (Newest Model), Wireless Microphone for iPhone, iPad, Android, Lavalier Microphone for Video Recording - 2 Pack iPhone Mic Crystal Clear Recording with USB-C for Podcast Microphone, ASMR\", \"asin\": \"/promo/A2CXYSJCLIBCCF\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"MAYBESTA Professional Wireless Lavalier Lapel Microphone for iPhone, iPad - Cordless Omnidirectional Condenser Recording Mic for Interview Video Podcast Vlog YouTube\", \"asin\": \"B09P3T1X8Q\", \"price\": \"$14.34\", \"quantity\": \"\"},\n{\"title\": \"ALTSON 60 LED Portable Selfie Light Video Conference Lighting with Clip & Camera Tripod Adapter Rechargeable 2200mAh CRI 97+, 3 Light Modes for Phone iPhone Webcam Laptop Photo Makeup\", \"asin\": \"B0C2C9QT91\", \"price\": \"$14.95\", \"quantity\": \"\"},\n{\"title\": \"Fit Simplify Resistance Loop Exercise Bands with Instruction Guide and Carry Bag, Set of 5\", \"asin\": \"B01AVDVHTI\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Sensyne 10'' Ring Light with 50'' Extendable Tripod Stand, LED Circle Lights with Phone Holder for Live Stream/Makeup/YouTube Video/TikTok, Compatible with All Phones\", \"asin\": \"/promo/A2WKJJ9H1G98GN\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"2-Pack LED Video Light Kit, NiceVeedi Studio Light, 2800-6500K Dimmable Photography Lighting Kit with Tripod Stand&Phone Holder, 73\\\" Stream Light for Video Recording, Game Streaming, YouTube\\u2026\", \"asin\": \"/promo/A2PSJ3URN9XWVZ\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Sensyne Magnetic Selfie Light, LED Fill Light Compatible with Magsafe, iPhone, Android, iPad, Laptop, for Selfies/Photography/TikTok/Zoom Calls/Video Conference\", \"asin\": \"B0CHS2Y23C\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Torjim Softbox Photography Lighting Kit, 16'' x 16'' Professional Softbox Lighting Kit with 85W 3000-7500K LED Bulbs, Studio Lights for Photography/Video Recording/Live Streaming/Portraits Shooting\", \"asin\": \"B0C1MYB5KK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ECOMXIA 2 Pcs Wireless Lavalier Microphone for iPhone iPad Android with Charging Case 7H Clip on Lapel Microphone Wireless for Video Recording Vlogging, YouTube, Interview, 3 Mode Denoise, 70ft\", \"asin\": \"/promo/A3PA5D61CZ5ZB1\", \"price\": \"$33.98\", \"quantity\": \"\"},\n{\"title\": \"PellKing Mobile Phone Chest Strap Harness Mount Head Strap Holder Kit for POV/VLOG,Cell Phone Clip Compatible with iPhone,Samsung,GoPro Hero 9, 8,7, 6, 5, 4, 3,2, 1,AKASO,DJI Osmo,and Action Cameras\\u2026\", \"asin\": \"/promo/A2O5ROYSLYIPA\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"eLander Tripod Mount, Smart Phone Tripod Mount Adaptor, 360\\u00ba Swivel Selfie Video Recording Camera Tripod Adapter, for Smart Phone up to 6\\\", Fit Tripod with 1/4-20 Connection\", \"asin\": \"B01KQ84REK\", \"price\": \"$17.55\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"delivery\": \"FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"62-inch\"}, {\"Color\": \"Black\"}]}],\n\"saved_items\": [{\"title\": \"Franklin Sports Badminton Racket + Birdie Set - Replacement Badminton Equipment for Kids + Adults - 2 Player Badminton Racket Set, Red/ White/ Blue\", \"asin\": \"B00FPQQIAA\", \"price\": \"$12.99\", \"options\": [{\"Style\": \"2 Player\"}]},\n{\"title\": \"Dubinik\\u00ae Mens Flannel Shirts Long Sleeve Flannel Shirt for Men Casual Button Down Brushed 100% Cotton Shirt\", \"asin\": \"B0D66V45J4\", \"options\": [{\"Color\": \"Olive Beige Brown\"}, {\"Size\": \"XX-Large Tall\"}]},\n{\"title\": \"Samsung Galaxy S24 Ultra Cell Phone, 512GB AI Smartphone, Unlocked Android, 200MP, 100x Zoom Cameras, Fast Processor, Long Battery Life, Edge-to-Edge Display, S Pen, US Version, 2024, Titanium Black\", \"asin\": \"B0CMDMKQB7\", \"options\": [{\"Color\": \"Titanium Black\"}, {\"Size\": \"512GB\"}]},\n{\"title\": \"Shiseido Fino Premium Touch Hair Mask, 8.11 Ounce\", \"asin\": \"B000FQNPD8\", \"price\": \"$12.53\", \"options\": [{\"Size\": \"8.11 Ounce (Pack of 1)\"}]},\n{\"title\": \"NIKE Dri-FIT Cushion Crew Training Socks (6 Pair) White With Traditional Black Swoosh Logo ADULT LARGE 8-12 UNISEX\", \"asin\": \"B07CYVDSF4\", \"options\": []},\n{\"title\": \"USB C Block 40W, 4 Ports Wall Plug Fast Charging Block, PD+QC Multiport Power Adapter USB C Charger Type C for iPhone 16,15,14,13,12,11, Pro Max, X, Xr, Xs, 8, 7, Watch, Galaxy Phones (White 1Pack)\", \"asin\": \"B0D3JGZ3F4\", \"options\": [{\"Color\": \"White 1Pack\"}]},\n{\"title\": \"Povinmos 2Pack Overnight Oats Containers with Lids and Handle,14 oz Airtight Oatmeal Container,Mason Jars with Lid for Cereal,Milk,Fruit,Yogurt,On The Go Container,Salad Jars,Glass Jars (White)\", \"asin\": \"B0D3PLB9WZ\", \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Yonex GR 303 Combo Badminton Racquet with Full Cover, Set of 2 (Black)\", \"asin\": \"B07KMWDBGJ\", \"options\": [{\"Color\": \"Black\"}]},\n{\"title\": \"64 oz Water Bottle Insulated with Straw & 3 Lids, Coolflask Large Metal Stainless Steel Water Jug Big Half Gallon Wide Mouth for Sports, Gym or Office, Non-BPA Keep Cold 48H Hot 24H, Magic Black\", \"asin\": \"B091DXH1J2\", \"price\": \"$29.99\", \"options\": [{\"Size\": \"64 Ounces\"}, {\"Color\": \"Magic Black\"}]},\n{\"title\": \"XXXFLOWER Broom and Dustpan Set for Home, Broom with Dustpan Cleaning Teeth Combo Set, Indoor Sweep Broom, 55\\u201d Long Handle Broom for Office Home Kitchen Lobby Floor, Bluish Green\", \"asin\": \"B09BZ9FQVD\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:08:23.144Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Unisex LiteRide 360 Clogs\", \"price\": \"$59.99\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Unisex Garden Clogs Gardening Shoes AA1521\", \"asin\": \"\", \"price\": \"$28.79\", \"quantity\": \"\"},\n{\"title\": \"Unisex Garden Clogs Gardening Shoes AA1521\", \"asin\": \"\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Unisex Garden Clogs Shoes Slippers Sandals for Men and Women\", \"asin\": \"\", \"price\": \"$29.74\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$21.83\", \"quantity\": \"\"},\n{\"title\": \"Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Insole\", \"asin\": \"\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Insole\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Unisex Garden Clogs Gardening Shoes AA1521\", \"asin\": \"\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$26.09\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$19.79\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$21.83\", \"quantity\": \"\"},\n{\"title\": \"Unisex Garden Clogs Shoes Slippers Sandals for Men and Women\", \"asin\": \"\", \"price\": \"$29.74\", \"quantity\": \"\"},\n{\"title\": \"Men's Comfy Field Slide Slipper\", \"asin\": \"\", \"price\": \"$25.60\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Unisex-Adult Cozmo Eva Slide Sandal\", \"asin\": \"\", \"price\": \"$57.42\", \"quantity\": \"\"},\n{\"title\": \"Men's Clogs\", \"asin\": \"\", \"price\": \"$59.96\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:08:27.771Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T20:08:27.771Z
|
click
|
other
|
rule
|
train
| 1,288 |
2025-04-11T20:08:27.771Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T19:42:44.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:43:31.289Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T19:44:14.384Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T20:08:21.248Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:08:23.144Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"promotion_items": [{"title": "Unisex LiteRide 360 Clogs", "price": "$59.99"},
{"title": "Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles", "asin": "", "price": "$23.39", "quantity": ""},
{"title": "Unisex Garden Clogs Gardening Shoes AA1521", "asin": "", "price": "$28.79", "quantity": ""},
{"title": "Unisex Garden Clogs Gardening Shoes AA1521", "asin": "", "price": "$26.99", "quantity": ""},
{"title": "Unisex Garden Clogs Shoes Slippers Sandals for Men and Women", "asin": "", "price": "$29.74", "quantity": ""},
{"title": "Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles", "asin": "", "price": "$21.83", "quantity": ""},
{"title": "Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Insole", "asin": "", "price": "$26.99", "quantity": ""},
{"title": "Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Insole", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles", "asin": "", "price": "$24.29", "quantity": ""},
{"title": "Unisex Garden Clogs Gardening Shoes AA1521", "asin": "", "price": "$26.99", "quantity": ""},
{"title": "Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles", "asin": "", "price": "$26.09", "quantity": ""},
{"title": "Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles", "asin": "", "price": "$19.79", "quantity": ""},
{"title": "Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles", "asin": "", "price": "$21.83", "quantity": ""},
{"title": "Unisex Garden Clogs Shoes Slippers Sandals for Men and Women", "asin": "", "price": "$29.74", "quantity": ""},
{"title": "Men's Comfy Field Slide Slipper", "asin": "", "price": "$25.60", "quantity": ""},
{"title": "Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Unisex-Adult Cozmo Eva Slide Sandal", "asin": "", "price": "$57.42", "quantity": ""},
{"title": "Men's Clogs", "asin": "", "price": "$59.96", "quantity": ""},
{"title": "Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles", "asin": "", "price": "$21.59", "quantity": ""},
{"title": "Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles", "asin": "", "price": "$17.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T20:08:27.771Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T20:08:27.771Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T20:08:27.771Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1288,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Unisex LiteRide 360 Clogs\", \"price\": \"$59.99\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Unisex Garden Clogs Gardening Shoes AA1521\", \"asin\": \"\", \"price\": \"$28.79\", \"quantity\": \"\"},\n{\"title\": \"Unisex Garden Clogs Gardening Shoes AA1521\", \"asin\": \"\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Unisex Garden Clogs Shoes Slippers Sandals for Men and Women\", \"asin\": \"\", \"price\": \"$29.74\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$21.83\", \"quantity\": \"\"},\n{\"title\": \"Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Insole\", \"asin\": \"\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Insole\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"Unisex Garden Clogs Gardening Shoes AA1521\", \"asin\": \"\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$26.09\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$19.79\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$21.83\", \"quantity\": \"\"},\n{\"title\": \"Unisex Garden Clogs Shoes Slippers Sandals for Men and Women\", \"asin\": \"\", \"price\": \"$29.74\", \"quantity\": \"\"},\n{\"title\": \"Men's Comfy Field Slide Slipper\", \"asin\": \"\", \"price\": \"$25.60\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Unisex-Adult Cozmo Eva Slide Sandal\", \"asin\": \"\", \"price\": \"$57.42\", \"quantity\": \"\"},\n{\"title\": \"Men's Clogs\", \"asin\": \"\", \"price\": \"$59.96\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Women and Men Arch Support Clogs Slip-on Garden Shoes Outdoor Beach Slippers Sandals with Plantar Fasciitis Feet Cushion Insoles\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:08:27.771Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.99\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0962DM2HH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Light Grey/Slate Grey\"},\n{\"Size\": \"10 Women/8 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C115S1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,10.5 Women/9 Men\", \"asin\": \"B0C6KPDGRM\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Echo Clog, Moonlight, 8 US Men\", \"asin\": \"B0CNHRXDYD\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Classic Work Clogs, Adjustable Slip Resistant Work Shoes with Hole-Free Construction, White, 14 Women/12 Men\", \"asin\": \"B0CD91FXKP\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes White 14 Women/12 Men\", \"asin\": \"B08RYJWDP9\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 3, Women's 5 Medium\", \"asin\": \"B0CN368S22\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Grey, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1K7JM\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)\", \"asin\": \"B09PTVZ32V\", \"price\": \"$28.89\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Juicy Couture Bae Clog, 8\", \"asin\": \"B0D61T1JWC\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men\", \"asin\": \"B0018PSCOM\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:08:38.126Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T20:08:38.126Z
|
click
|
product_option
|
rule
|
train
| 1,289 |
2025-04-11T20:08:38.126Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T19:42:44.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:43:31.289Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T19:44:14.384Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T20:08:21.248Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:08:23.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T20:08:27.771Z", "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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$59.99"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B0962DM2HH"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Light Grey/Slate Grey"},
{"Size": "10 Women/8 Men"}],
"promotion_items": [{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men", "asin": "B097C115S1", "price": "$34.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,10.5 Women/9 Men", "asin": "B0C6KPDGRM", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex Echo Clog, Moonlight, 8 US Men", "asin": "B0CNHRXDYD", "price": "$69.95", "quantity": ""},
{"title": "Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men", "asin": "B07CN32X3T", "price": "$39.95", "quantity": ""},
{"title": "Crocs Unisex-Adult Classic Work Clogs, Adjustable Slip Resistant Work Shoes with Hole-Free Construction, White, 14 Women/12 Men", "asin": "B0CD91FXKP", "price": "$49.99", "quantity": ""},
{"title": "SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes White 14 Women/12 Men", "asin": "B08RYJWDP9", "price": "$28.99", "quantity": ""},
{"title": "Crocs Unisex Snow White Siren Clog Black Men's 3, Women's 5 Medium", "asin": "B0CN368S22", "price": "$94.99", "quantity": ""},
{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Grey, 9.5-10.5 Women/8-9 Men", "asin": "B097C1K7JM", "price": "$34.99", "quantity": ""},
{"title": "HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)", "asin": "B09PTVZ32V", "price": "$28.89", "quantity": ""},
{"title": "Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men", "asin": "B0BRCX68Z9", "price": "$9.59", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "Crocs Women's Juicy Couture Bae Clog, 8", "asin": "B0D61T1JWC", "price": "$84.99", "quantity": ""},
{"title": "Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men", "asin": "B0018PSCOM", "price": "$39.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T20:08:38.126Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T20:08:38.126Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T20:08:38.126Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1289,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$59.99\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B0962DM2HH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Light Grey/Slate Grey\"},\n{\"Size\": \"10 Women/8 Men\"}],\n\"promotion_items\": [{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Blue, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C115S1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Eagsouni Womens Mens Garden Clogs Shoes with Arch Support Walking Slippers Unisex Comfort Slip On Sandals Breathable Orthopedic Home House Shoes Deep Blue,10.5 Women/9 Men\", \"asin\": \"B0C6KPDGRM\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Echo Clog, Moonlight, 8 US Men\", \"asin\": \"B0CNHRXDYD\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Bistro Pro Work LiteRide Clog, Black, 12 Women/10 Men\", \"asin\": \"B07CN32X3T\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Adult Classic Work Clogs, Adjustable Slip Resistant Work Shoes with Hole-Free Construction, White, 14 Women/12 Men\", \"asin\": \"B0CD91FXKP\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes White 14 Women/12 Men\", \"asin\": \"B08RYJWDP9\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 3, Women's 5 Medium\", \"asin\": \"B0CN368S22\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Grey, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1K7JM\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)\", \"asin\": \"B09PTVZ32V\", \"price\": \"$28.89\", \"quantity\": \"\"},\n{\"title\": \"Beslip Womens Mens Garden Clogs Shoes with Arch Support Unisex Comfort Slip-on Sandals, Black 7.5 Women/6 Men\", \"asin\": \"B0BRCX68Z9\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Juicy Couture Bae Clog, 8\", \"asin\": \"B0D61T1JWC\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men\", \"asin\": \"B0018PSCOM\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:08:38.126Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$42.69\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B096258SWR\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Almost White/Almost White\"},\n{\"Size\": \"10 Women/8 Men\"}],\n\"promotion_items\": [{\"title\": \"Eagsouni Arch Support Clogs for Women Men Garden Shoes Summer Slippers Mules Casual Beach Sandals Slip On Shoes Anti-Slip w Adjustable Back Strap White,12 Women/11 Men\", \"asin\": \"B0C6KNQQMV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes White 14 Women/12 Men\", \"asin\": \"B08RYJWDP9\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Echo Clog, Moonlight, 8 US Men\", \"asin\": \"B0CNHRXDYD\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men\", \"asin\": \"B0018PSCOM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shower Sandals Yard Gardening Beach Water Plastic Rubber House Indoor YY161 Navy 10 Women/8 Men\", \"asin\": \"B071DD6168\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 6, Women's 8 Medium\", \"asin\": \"B0CN36RT82\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men\", \"asin\": \"B0018PSCOM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Juicy Couture Bae Clog, 8\", \"asin\": \"B0D61T1JWC\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)\", \"asin\": \"B09PTVZ32V\", \"price\": \"$28.89\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 7\", \"asin\": \"B08914G83P\", \"price\": \"$44.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:56:29.975Z\", // 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
|
2025-04-11T20:56:29.975Z
|
input
|
hair cutting scissors
|
rule
|
train
| 1,290 |
2025-04-11T20:56:29.975Z
|
input
|
hair cutting scissors
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T19:42:44.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:43:31.289Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T19:44:14.384Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T20:08:21.248Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:08:23.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T20:08:27.771Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T20:08:38.126Z", "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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$42.69"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B096258SWR"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Almost White/Almost White"},
{"Size": "10 Women/8 Men"}],
"promotion_items": [{"title": "Eagsouni Arch Support Clogs for Women Men Garden Shoes Summer Slippers Mules Casual Beach Sandals Slip On Shoes Anti-Slip w Adjustable Back Strap White,12 Women/11 Men", "asin": "B0C6KNQQMV", "price": "$34.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes White 14 Women/12 Men", "asin": "B08RYJWDP9", "price": "$28.99", "quantity": ""},
{"title": "Crocs Unisex Echo Clog, Moonlight, 8 US Men", "asin": "B0CNHRXDYD", "price": "$69.95", "quantity": ""},
{"title": "Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men", "asin": "B0018PSCOM", "price": "$39.99", "quantity": ""},
{"title": "Amoji Garden Clogs Shower Sandals Yard Gardening Beach Water Plastic Rubber House Indoor YY161 Navy 10 Women/8 Men", "asin": "B071DD6168", "price": "$27.99", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""},
{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men", "asin": "B097C1JVNJ", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex Snow White Siren Clog Black Men's 6, Women's 8 Medium", "asin": "B0CN36RT82", "price": "$94.99", "quantity": ""},
{"title": "Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men", "asin": "B0018PSCOM", "price": "$39.99", "quantity": ""},
{"title": "Crocs Women's Juicy Couture Bae Clog, 8", "asin": "B0D61T1JWC", "price": "$84.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)", "asin": "B09PTVZ32V", "price": "$28.89", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 7", "asin": "B08914G83P", "price": "$44.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T20:56:29.975Z", // 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\": \"2025-04-11T20:56:29.975Z\",\"action\": \"input\",\"acion_argument\": \"hair cutting scissors\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T20:56:29.975Z\",\"action\": \"input\",\"acion_argument\": \"hair cutting scissors\",}</answer>",
"index": 1290,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"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\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$42.69\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B096258SWR\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Almost White/Almost White\"},\n{\"Size\": \"10 Women/8 Men\"}],\n\"promotion_items\": [{\"title\": \"Eagsouni Arch Support Clogs for Women Men Garden Shoes Summer Slippers Mules Casual Beach Sandals Slip On Shoes Anti-Slip w Adjustable Back Strap White,12 Women/11 Men\", \"asin\": \"B0C6KNQQMV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes White 14 Women/12 Men\", \"asin\": \"B08RYJWDP9\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Echo Clog, Moonlight, 8 US Men\", \"asin\": \"B0CNHRXDYD\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men\", \"asin\": \"B0018PSCOM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shower Sandals Yard Gardening Beach Water Plastic Rubber House Indoor YY161 Navy 10 Women/8 Men\", \"asin\": \"B071DD6168\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 6, Women's 8 Medium\", \"asin\": \"B0CN36RT82\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men\", \"asin\": \"B0018PSCOM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Juicy Couture Bae Clog, 8\", \"asin\": \"B0D61T1JWC\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)\", \"asin\": \"B09PTVZ32V\", \"price\": \"$28.89\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 7\", \"asin\": \"B08914G83P\", \"price\": \"$44.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:56:29.975Z\", // 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\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T20:56:29.975Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$42.69\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B096258SWR\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Almost White/Almost White\"},\n{\"Size\": \"10 Women/8 Men\"}],\n\"promotion_items\": [{\"title\": \"Eagsouni Arch Support Clogs for Women Men Garden Shoes Summer Slippers Mules Casual Beach Sandals Slip On Shoes Anti-Slip w Adjustable Back Strap White,12 Women/11 Men\", \"asin\": \"B0C6KNQQMV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes White 14 Women/12 Men\", \"asin\": \"B08RYJWDP9\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Echo Clog, Moonlight, 8 US Men\", \"asin\": \"B0CNHRXDYD\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men\", \"asin\": \"B0018PSCOM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shower Sandals Yard Gardening Beach Water Plastic Rubber House Indoor YY161 Navy 10 Women/8 Men\", \"asin\": \"B071DD6168\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 6, Women's 8 Medium\", \"asin\": \"B0CN36RT82\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men\", \"asin\": \"B0018PSCOM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Juicy Couture Bae Clog, 8\", \"asin\": \"B0D61T1JWC\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)\", \"asin\": \"B09PTVZ32V\", \"price\": \"$28.89\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 7\", \"asin\": \"B08914G83P\", \"price\": \"$44.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:56:47.908Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T20:56:47.908Z
|
input
|
hair cutting scissors ayuliky
|
rule
|
train
| 1,291 |
2025-04-11T20:56:47.908Z
|
input
|
hair cutting scissors ayuliky
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T19:42:44.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:43:31.289Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T19:44:14.384Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T20:08:21.248Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:08:23.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T20:08:27.771Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T20:08:38.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T20:56:29.975Z", "action": "input", "action_argument": "hair cutting scissors"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$42.69"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B096258SWR"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Almost White/Almost White"},
{"Size": "10 Women/8 Men"}],
"promotion_items": [{"title": "Eagsouni Arch Support Clogs for Women Men Garden Shoes Summer Slippers Mules Casual Beach Sandals Slip On Shoes Anti-Slip w Adjustable Back Strap White,12 Women/11 Men", "asin": "B0C6KNQQMV", "price": "$34.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes White 14 Women/12 Men", "asin": "B08RYJWDP9", "price": "$28.99", "quantity": ""},
{"title": "Crocs Unisex Echo Clog, Moonlight, 8 US Men", "asin": "B0CNHRXDYD", "price": "$69.95", "quantity": ""},
{"title": "Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men", "asin": "B0018PSCOM", "price": "$39.99", "quantity": ""},
{"title": "Amoji Garden Clogs Shower Sandals Yard Gardening Beach Water Plastic Rubber House Indoor YY161 Navy 10 Women/8 Men", "asin": "B071DD6168", "price": "$27.99", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""},
{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men", "asin": "B097C1JVNJ", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex Snow White Siren Clog Black Men's 6, Women's 8 Medium", "asin": "B0CN36RT82", "price": "$94.99", "quantity": ""},
{"title": "Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men", "asin": "B0018PSCOM", "price": "$39.99", "quantity": ""},
{"title": "Crocs Women's Juicy Couture Bae Clog, 8", "asin": "B0D61T1JWC", "price": "$84.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)", "asin": "B09PTVZ32V", "price": "$28.89", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 7", "asin": "B08914G83P", "price": "$44.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T20:56:47.908Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T20:56:47.908Z\",\"action\": \"input\",\"acion_argument\": \"hair cutting scissors ayuliky\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T20:56:47.908Z\",\"action\": \"input\",\"acion_argument\": \"hair cutting scissors ayuliky\",}</answer>",
"index": 1291,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T20:56:29.975Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$42.69\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B096258SWR\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Almost White/Almost White\"},\n{\"Size\": \"10 Women/8 Men\"}],\n\"promotion_items\": [{\"title\": \"Eagsouni Arch Support Clogs for Women Men Garden Shoes Summer Slippers Mules Casual Beach Sandals Slip On Shoes Anti-Slip w Adjustable Back Strap White,12 Women/11 Men\", \"asin\": \"B0C6KNQQMV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes White 14 Women/12 Men\", \"asin\": \"B08RYJWDP9\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Echo Clog, Moonlight, 8 US Men\", \"asin\": \"B0CNHRXDYD\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men\", \"asin\": \"B0018PSCOM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shower Sandals Yard Gardening Beach Water Plastic Rubber House Indoor YY161 Navy 10 Women/8 Men\", \"asin\": \"B071DD6168\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 6, Women's 8 Medium\", \"asin\": \"B0CN36RT82\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men\", \"asin\": \"B0018PSCOM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Juicy Couture Bae Clog, 8\", \"asin\": \"B0D61T1JWC\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)\", \"asin\": \"B09PTVZ32V\", \"price\": \"$28.89\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 7\", \"asin\": \"B08914G83P\", \"price\": \"$44.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:56:47.908Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T20:56:29.975Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors\"}\n{\"timestamp\": \"2025-04-11T20:56:47.908Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors ayuliky\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair cutting scissors ayuliky\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Professional Dog Grooming Scissors kit Black 5 in 1, Dog Shears for Grooming 6CR Premium Stainless Steel Grooming Scissors Kit for Dogs Cat Pet\", \"asin\": \"B0DBDXHYTK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"KINSARO 6\\\" Professional Hair Scissors - Cutting Shears with Convex Edge\", \"asin\": \"B0768TDTQ7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Kenchii Love Dog Grooming Scissors, 46 Tooth Thinning Shears, Dog Scissors for Grooming, Professional Pet Grooming Scissors, Heavy Duty, Durable and Sharp\", \"asin\": \"B075QLQZF4\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors 6.0\\\" Hair Scissors for Women, Barbers, Men and Hair Stylists by SIZZO\", \"asin\": \"B0D6N8953H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CPTNTTFB\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D4F7L7BV\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"SUNNOW Hair Clippers Professional Cordless for Men, Beard Trimmer Hair Trimmer Electric Foil Shavers Razor Kit, Rechargeable Hair Cut Machines Men's Beard Grooming Kit for Home, Barber\", \"asin\": \"B0CKQHDN1X\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Wahl Clipper USA Color Pro Complete Haircutting Kit with Easy Color Coded Guide Combs - Corded Clipper for Hair Clipping & Grooming Men, Women, & Children - Model 79300-1001M\\n1 Count (Pack of 1)\", \"asin\": \"B00006IVEN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"TPOB Slime 2 Candy Pink Clipper Trimmer Shaver Set Barber Hair Clippers in Matte Pink with Taper Blade\", \"asin\": \"B0CCBST8SR\", \"price\": \"$97.94\", \"quantity\": \"\"},\n{\"title\": \"Soonsell Manscape Beard Trimmer for Men,Ball Shaver,Nose Hair Clippers,Electric Razor,Hair Clippers for Men,4 IN1 Men's Grooming Kit,LED Display,Waterproof,Wet/Dry Trimmer\", \"asin\": \"B0DDC5XTK2\", \"price\": \"$76.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Hair Trimmer Hair Clippers for Men, Nose Hair Trimmer Shaver Set,Cordless T-Blade Beard Trimmer Barber Clippers,Electric Razor Foil Shavers for Men Haircut Grooming Kit(Silver)\", \"asin\": \"B0CH9MBPFT\", \"price\": \"$56.19\", \"quantity\": \"\"},\n{\"title\": \"EZ Detangler Brush with Edge Brush, Rat Tail Combs Set for Natural, Curly, Wet/Dry, Black Hair, Flex Detangling Brush set for Hair Style and Cuting, No Pain and Easy Clean in Daily Use\\uff08Pink + Black)\\n5 Piece Set\", \"asin\": \"B08THM217F\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Fengliren High-end Professional Extremely Very Sharp Barber Hair Cutting Scissors Hairdresser Shears For Hair 6 Inch Haircut Scissor Made Of 440C Stainless Steel For Hairdressing Salon and Home Use\", \"asin\": \"B0CM41F7D2\"},\n{\"title\": \"Fengliren High-end Professional Extremely Very Sharp Barber Hair Cutting Scissors Hairdresser Shears For Hair 6.3 Inch Haircut Scissor Made Of 440C Stainless Steel For Hairdressing Salon and Home Use\", \"asin\": \"B0CM43QM9S\"},\n{\"title\": \"Fengliren High-end Professional Hair Thinning Scissors Hair Cutting Teeth Shears Barber Hairdressing Texturizing Scissors Extremely Very Sharp 6.3 Inch 440C Stainless Steel For Men Women Salon & Home\", \"asin\": \"B0CM42C8D5\"}],\n\"search_results\": [{\"title\": \"Equinox Professional Razor Edge Series Barber Hair Cutting Scissors - Japanese Stainless Steel Salon Scissors - 6.5\\u201d Overall Length - Fine Adjustment Tension Screw - Premium Shears for Hair Cutting\", \"asin\": \"B00KVYBY8M\", \"price\": \"$15.07\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Stainless Steel Hair Cutting Scissors 6.5 Inch Hairdressing Razor Shears Professional Salon Barber Haircut Scissors, One Comb Included, Home Use for Man Woman Adults Kids Babies\", \"asin\": \"B081679Z65\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"\\\"The Cut Factory- 6.5\\u201d Professional Hair Scissors - High Carbon 420 Stainless Steel Hair Cutting Scissors, Ultra-Sharp Barber Shears for Salon & Home - Ergonomic for Men, Women, Kids & Babies\\\"\", \"asin\": \"B0BVWQ1CDY\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)\", \"asin\": \"B07PSKCMZV\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"5.5\\\" Barber scissors Hair scissors Professional Hair Shears Cutting Shears 440C Hair Cutting Scissors Barber Shears Haircut Scissors Silvery Convex Blades KINSARO\", \"asin\": \"B0744ZWHTK\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Equinox Professional Razor Edge Series Barber Hair Cutting Scissors - Japanese Stainless Steel Salon Scissors - 6.5\\u201d Overall Length - Fine Adjustment Tension Screw - Premium Shears for Hair Cutting\", \"asin\": \"B00KVYBY8M\", \"price\": \"$15.07\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors, ULG Professional Hair Scissors 6.5 inch Right-Hand Razor Edge Barber Shears Salon Hair Cutting Shears Made of Japanese Stainless Steel, Hand Sharpened Blue\", \"asin\": \"B071CWXLY5\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Fac\\u00f3n Professional Razor Edge Barber Hair Cutting Scissors - Japanese Stainless Steel - 6.5\\\" Length - Fine Adjustment Tension Screw - Salon Quality Premium Shears (The Bravo)\", \"asin\": \"B08LPGPR43\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"\\\"The Cut Factory- 6.5\\u201d Professional Hair Scissors - High Carbon 420 Stainless Steel Hair Cutting Scissors, Ultra-Sharp Barber Shears for Salon & Home - Ergonomic for Men, Women, Kids & Babies\\\"\", \"asin\": \"B0BVWQ1CDY\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Stainless Steel Hair Cutting Scissors 6.5 Inch Hairdressing Razor Shears Professional Salon Barber Haircut Scissors, One Comb Included, Home Use for Man Woman Adults Kids Babies\", \"asin\": \"B081679Z65\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Sirabe 10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home\", \"asin\": \"B07PDKQPFF\", \"price\": \"$17.19\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Set, Professional Stainless Cutting Hair Scissors, Barber Hair Cutting Scissors Thinning Shears Sharp Blades Hairdresser Haircut for Women/Men/kids, LFJ1234\", \"asin\": \"B0CP3WR6H2\", \"price\": \"$5.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Kit 11PCS, Hair Scissors Professional Haircut Scissors with Japanese Stainless Steel Hair Shears, Thinning Shears, Haircut Accessories in Leather Case for Salon/Home (Silver)\", \"asin\": \"B0DBVXVD18\", \"price\": \"$22.49\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Facial Hair Small Grooming Scissors For Men Women - Eyebrow, Nose Hair, Mustache, Beard, Eyelashes, Ear Trimming Kit - Curved and Rounded Safety Tip Clippers For Hair Cutting - 2PCS Silver\", \"asin\": \"B07SRM6MK2\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch\", \"asin\": \"B07B3VX5DL\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Utopia Care Hair Cutting and Hairdressing Scissors 6.5 Inch, Premium Stainless Steel Shears with Smooth Razor and Sharp Edge Blades for Salons, Men, Women and Kids, Silver\", \"asin\": \"B01C9E7MA0\", \"price\": \"$6.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Set, Professional Stainless Cutting Hair Scissors, Barber Hair Cutting Scissors Thinning Shears Sharp Blades Hairdresser Haircut for Women/Men/kids, LFJ1234\", \"asin\": \"B0CP3WR6H2\", \"price\": \"$5.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)\", \"asin\": \"B07PSKCMZV\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Scissors 6.5 Inch - Premium High Carbon Stainless Steel Barber Salon Hair Shears for Haircut Scissors - Ergonomic Design Super-Sharp Hair cutting Scissors Blades\", \"asin\": \"B0CZTVB5G2\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Shears,6 Inch Barber hair Cutting Scissors Sharp Blades Hairdresser Haircut For Women/Men/kids 420c Stainless Steel (Rainbow)\", \"asin\": \"B07XP6HHCL\", \"price\": \"$8.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"CIICII Hair Cutting Scissors Shears Kit, Professional Hairdressing Scissors Set (Hair Beard Trimming Shaping Grooming Thinning Shears) for Men Women Hairdresser Home Salon Barber Haircut Kit (Black)\", \"asin\": \"B087JT935T\", \"price\": \"$16.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scissors for Barber, Salon, and Home Use\", \"asin\": \"B0DQVJ21WT\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"\\u201cUMAHASS Professional Hair Scissors 6.5 Inch\\u201d \\u2013 Premium High Carbon Stainless Steel Hair Cutting Scissors, Ultra-Sharp Barber Shears, One Comb Included, Home Use for Man Women Adults Kids & Babies\", \"asin\": \"B0DPVM7DWD\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Professional Grooming Scissors for Personal Care Facial Hair Removal and Ear Nose Eyebrow Trimming Stainless Steel Fine Straight Tip Scissors Men\", \"asin\": \"B07G6JFMP6\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Wahl Clipper USA Color Pro Complete Haircutting Kit with Easy Color Coded Guide Combs - Corded Clipper for Hair Clipping & Grooming Men, Women, & Children - Model 79300-1001M\", \"asin\": \"B00006IVEN\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Sirabe 10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home\", \"asin\": \"B07PDKQPFF\", \"price\": \"$17.19\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults\", \"asin\": \"B0CZDFXDPQ\", \"price\": \"$12.89\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears- Fcysy Professional Barber Sharp Hair Scissors Hairdressing Shears Kit with Haircut Accessories in Leather Case for Cutting Styling Hair for Women Men Pet- 7 Pcs\", \"asin\": \"B07VFRQ36N\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Shears Kit, 6.7\\u201d Barber Scissors,Professional Haircut Kit,Stainless Steel Hairdressing Thinning Scissors Shears for Barber,Salon,Women,Home,Men\", \"asin\": \"B0DP2Z9V15\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors,6.5 Inch Professional Stainless Steel Barber Haircut Shears Razor,Sharp Blades,One Comb Included, For Salon Home Men Women Adults Kids Pet (Black)\", \"asin\": \"B0DFVJQ3LX\", \"price\": \"$4.19\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Shears,6 Inch Barber hair Cutting Scissors Sharp Blades Hairdresser Haircut For Women/Men/kids 420c Stainless Steel (Rainbow)\", \"asin\": \"B07XP6HHCL\", \"price\": \"$8.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Annie Stainless Hair Shear/Scissor 5 1/2\\\" #5004\", \"asin\": \"B005JVFXFC\", \"price\": \"$3.50\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"CIICII Hair Cutting Scissors Shears Kit, Professional Hairdressing Scissors Set (Hair Beard Trimming Shaping Grooming Thinning Shears) for Men Women Hairdresser Home Salon Barber Haircut Kit (Black)\", \"asin\": \"B087JT935T\", \"price\": \"$16.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Sirabe HIGH-END Professional Hair Cutting Scissors Shears - Ultra Sharp Blades for Precise Cutting - Barber Shears Haircut Scissors 440C Stainless Steel for Salon Hairstyling & Home Hairdressing\", \"asin\": \"B0C2V9KYC8\", \"price\": \"$36.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Tweezerman Stainless 2000 Styling Shears, 5.5 - Hair Scissors for Women and Men\", \"asin\": \"B000WI0640\", \"price\": \"$25.41\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Tycon Hair Cutting Scissors Professional 6\\\" \\u2013 Japanese Stainless Steel, 2.7\\\" Razor Edge Blade Barber Scissors \\u2013 Ergonomic design - Precision Hair Scissors for Smooth Cutting - Salon & Personal Use\", \"asin\": \"B09BBMVFMK\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Kits, 10 Pcs Stainless Steel Hairdressing Shears Set Professional Thinning Scissors For Barber/Salon/Home/Men/Women/Kids/Adults Shear Sets\", \"asin\": \"B087C6MYLP\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Tecto Barber Scissors, Professional 6.6 inches Stainless Steel Hair Cutting Scissors, Extra Sharp Hair Cutting Scissors For Men/Women with free leather case.\", \"asin\": \"B088PMMGQS\", \"price\": \"$10.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Cricket Shear Xpressions 5.75\\\" Professional Hair Cutting Scissors - Barber Scissors, Japanese Stainless Steel, Comfort Silencer, Ideal for Stylists and Home Use, Hey Rosie - Rose Gold\", \"asin\": \"B017JMEMLO\", \"price\": \"$41.95\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"CS07 5\\\" Gold Plated Professional Barber Shears\", \"asin\": \"B0037RS9Z6\", \"price\": \"$27.95\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"\\\"Hair Cutting Scissors 6.5\\\" - BarbaQo Hair Shears With Sharp Razor Edge Blade, High Carbon Stainless steel Barber Scissors for Professional Barbers, Men, Women, and Adults\", \"asin\": \"B0D5D42FGZ\", \"price\": \"$6.97\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Tweezerman Spirit 2000 Styling Shears\", \"asin\": \"B0007CWVLM\", \"price\": \"$24.43\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors, 6.5\\\" Stainless Steel Barber Haircut Shears for Men/Woman, Professional Trimming Scissors Kit for Salon and Home Use, Sharp Edge for Precise Cutting\", \"asin\": \"B0DP1ZBC8J\", \"price\": \"$4.28\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Thu, Apr 17 on $35 of items shipped by Amazon\"},\n{\"title\": \"BEAUTICONE Hair Cutting Scissors | 6.5 Inch Professional Stainless Steel Barber Shears | Hairdressing Scissors | Smooth & Sharp Edge Blades - for Men/Women (Multi)\", \"asin\": \"B0BVZS68FY\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hairdressing Scissors Kit for Barber and Home Use\", \"asin\": \"B0CZZXBFMX\", \"price\": \"$4.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"5.5 inch Barber Scissors | hair shears professional | haircutting scissors for adults | Hair Scissors Women & Men | Hairdresser Scissors | Hair Scissors Professional | Haircut Scissors.\", \"asin\": \"B002B4Z0HG\", \"price\": \"$33.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"GTEX Hair Scissors, 6.5 inch Professional Hair Cutting Scissors for Women Men Adults - Barber Scissors Hair Shears - Super Sharp Haircut Scissors - Tijeras De Peluqueria Profesional\", \"asin\": \"B0CT612MJ6\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch\", \"asin\": \"B07B3VX5DL\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scissors for Barber, Salon, and Home Use\", \"asin\": \"B0DQVJ21WT\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"7.0 Inches Professional hair cutting thinning scissors set with razor (Black)\", \"asin\": \"B07JL88LY8\", \"price\": \"$28.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Shears Set,6 Inch Barber Hair Cutting Scissors Kit,Hairdressing Thinning Shears for Hair Cutting,Sharp Blades Haircut Scissors Kit for Women/Men/Kids (Rainbow)\", \"asin\": \"B08PL2ZMLZ\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Thinning Scissors ULG Professional Barber\\u2019s Texturizing Teeth Shears for Hairdressing, Salon and Home Use Thinning Shears for Hair Cutting, Made of Japanese Stainless Steel, 6.5 inch\", \"asin\": \"B0722K651D\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"High-end Professional Extremely Very Sharp Barber Hair Cutting Scissors Hairdresser Shears For Hair 6.5 Inch Haircut Scissor Made Of Stainless Steel Alloy For Hairdressing Salon and Home Use\", \"asin\": \"B0892JTF3G\", \"price\": \"$36.87\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Hair Scissors 5.5 Inch Professional Hair Shears Hair Cutting Scissors Haircut Scissors Sharp Barber Scissors 440C Barber Shears Hairdresser Scissors Rose handle KINSARO\", \"asin\": \"B094DKVLQ6\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Anastasia Beverly Hills - Tools - Scissors\", \"asin\": \"B00GI23Z88\", \"price\": \"$19.13\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors 6.0\\\" Hair Scissors for Women, Barbers, Men and Hair Stylists by SIZZO\", \"asin\": \"B0D6N8953H\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors 6\\\", Barber Scissors to Cut Hair, Hair Shears for Hair Cutting, Premium Stainless Steel Barber Shears for Men & Women, Kids, Adults, & Pets (Black, 6\\\")\", \"asin\": \"B0D4VFMXNJ\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Shears with Sharp Convex Blade,5.5\\\"High-end Hair Cutting Scissors,Premium Cobalt Alloy Stainless for Haircut Scissors,Ergonomic Design Barber Shears For Salon and Home Use\", \"asin\": \"B0DK6L8JRN\", \"price\": \"$69.90\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Conair Professional 6 1/2\\\" Diamond-Sharpened Barber Shears\", \"asin\": \"B000AON026\", \"price\": \"$7.55\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Only 2 left in stock - order soon.\"},\n{\"title\": \"Professional Hair Cutting Scissors - Krisp Shave Japanese Stainless Steel Salon Barber Scissor (7 Inch) - Shears for Men's Beard Mustache Women Kids Pets Haircut All Purpose Shear, KSP-786\", \"asin\": \"B08S6CKYSB\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors, 6.89 inch Barber Scissors Multifunctional Salon Thinning Scissors Straight Shears Tools for Mother Father Friends' Christmas Gift, Purple\", \"asin\": \"B0CF6CTZ55\", \"price\": \"$35.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Dr. Slick Razor Scissors\", \"asin\": \"B002WS3D98\", \"price\": \"$30.00\", \"delivery\": \"FREE delivery Apr 18 - 22 Only 8 left in stock - order soon.\"},\n{\"title\": \"Ontaki Hair Cutting Scissors 6.5\\\" - Japanese Steel Shears for Beard & Mustache - Hand-Forged Tool for Barbers, Men & Women - Sharp Hair Shears\", \"asin\": \"B088D5K4MJ\", \"price\": \"$21.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors - Barber Scissor - 6.5 Inch Hair Shears | Razor Edge Hair Scissor- Hair cutting shears For Home & Salon (Silver)\", \"asin\": \"B08BZT3S9T\", \"price\": \"$4.49\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:56:48.635Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T20:56:48.635Z
|
click
|
search
|
rule
|
train
| 1,292 |
2025-04-11T20:56:48.635Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T19:42:44.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:43:31.289Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T19:44:14.384Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T20:08:21.248Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:08:23.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T20:08:27.771Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T20:08:38.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T20:56:29.975Z", "action": "input", "action_argument": "hair cutting scissors"}
{"timestamp": "2025-04-11T20:56:47.908Z", "action": "input", "action_argument": "hair cutting scissors ayuliky"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "hair cutting scissors ayuliky"}],
"cart_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"promotion_items": [{"title": "Professional Dog Grooming Scissors kit Black 5 in 1, Dog Shears for Grooming 6CR Premium Stainless Steel Grooming Scissors Kit for Dogs Cat Pet", "asin": "B0DBDXHYTK", "price": "$39.99", "quantity": ""},
{"title": "KINSARO 6\" Professional Hair Scissors - Cutting Shears with Convex Edge", "asin": "B0768TDTQ7", "price": "$39.99", "quantity": ""},
{"title": "Kenchii Love Dog Grooming Scissors, 46 Tooth Thinning Shears, Dog Scissors for Grooming, Professional Pet Grooming Scissors, Heavy Duty, Durable and Sharp", "asin": "B075QLQZF4", "price": "$99.00", "quantity": ""},
{"title": "Hair Cutting Scissors 6.0\" Hair Scissors for Women, Barbers, Men and Hair Stylists by SIZZO", "asin": "B0D6N8953H", "price": "$9.99", "quantity": ""},
{"title": "", "asin": "B0CPTNTTFB", "price": "", "quantity": ""},
{"title": "", "asin": "B0D4F7L7BV", "price": "", "quantity": ""},
{"title": "SUNNOW Hair Clippers Professional Cordless for Men, Beard Trimmer Hair Trimmer Electric Foil Shavers Razor Kit, Rechargeable Hair Cut Machines Men's Beard Grooming Kit for Home, Barber", "asin": "B0CKQHDN1X", "price": "$79.99", "quantity": ""},
{"title": "Wahl Clipper USA Color Pro Complete Haircutting Kit with Easy Color Coded Guide Combs - Corded Clipper for Hair Clipping & Grooming Men, Women, & Children - Model 79300-1001M\n1 Count (Pack of 1)", "asin": "B00006IVEN", "price": "$39.99", "quantity": ""},
{"title": "TPOB Slime 2 Candy Pink Clipper Trimmer Shaver Set Barber Hair Clippers in Matte Pink with Taper Blade", "asin": "B0CCBST8SR", "price": "$97.94", "quantity": ""},
{"title": "Soonsell Manscape Beard Trimmer for Men,Ball Shaver,Nose Hair Clippers,Electric Razor,Hair Clippers for Men,4 IN1 Men's Grooming Kit,LED Display,Waterproof,Wet/Dry Trimmer", "asin": "B0DDC5XTK2", "price": "$76.99", "quantity": ""},
{"title": "Professional Hair Trimmer Hair Clippers for Men, Nose Hair Trimmer Shaver Set,Cordless T-Blade Beard Trimmer Barber Clippers,Electric Razor Foil Shavers for Men Haircut Grooming Kit(Silver)", "asin": "B0CH9MBPFT", "price": "$56.19", "quantity": ""},
{"title": "EZ Detangler Brush with Edge Brush, Rat Tail Combs Set for Natural, Curly, Wet/Dry, Black Hair, Flex Detangling Brush set for Hair Style and Cuting, No Pain and Easy Clean in Daily Use\uff08Pink + Black)\n5 Piece Set", "asin": "B08THM217F", "price": "$6.99", "quantity": ""}],
"ads": [{"title": "Fengliren High-end Professional Extremely Very Sharp Barber Hair Cutting Scissors Hairdresser Shears For Hair 6 Inch Haircut Scissor Made Of 440C Stainless Steel For Hairdressing Salon and Home Use", "asin": "B0CM41F7D2"},
{"title": "Fengliren High-end Professional Extremely Very Sharp Barber Hair Cutting Scissors Hairdresser Shears For Hair 6.3 Inch Haircut Scissor Made Of 440C Stainless Steel For Hairdressing Salon and Home Use", "asin": "B0CM43QM9S"},
{"title": "Fengliren High-end Professional Hair Thinning Scissors Hair Cutting Teeth Shears Barber Hairdressing Texturizing Scissors Extremely Very Sharp 6.3 Inch 440C Stainless Steel For Men Women Salon & Home", "asin": "B0CM42C8D5"}],
"search_results": [{"title": "Equinox Professional Razor Edge Series Barber Hair Cutting Scissors - Japanese Stainless Steel Salon Scissors - 6.5\u201d Overall Length - Fine Adjustment Tension Screw - Premium Shears for Hair Cutting", "asin": "B00KVYBY8M", "price": "$15.07", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Stainless Steel Hair Cutting Scissors 6.5 Inch Hairdressing Razor Shears Professional Salon Barber Haircut Scissors, One Comb Included, Home Use for Man Woman Adults Kids Babies", "asin": "B081679Z65", "price": "$8.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "\"The Cut Factory- 6.5\u201d Professional Hair Scissors - High Carbon 420 Stainless Steel Hair Cutting Scissors, Ultra-Sharp Barber Shears for Salon & Home - Ergonomic for Men, Women, Kids & Babies\"", "asin": "B0BVWQ1CDY", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)", "asin": "B07PSKCMZV", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "5.5\" Barber scissors Hair scissors Professional Hair Shears Cutting Shears 440C Hair Cutting Scissors Barber Shears Haircut Scissors Silvery Convex Blades KINSARO", "asin": "B0744ZWHTK", "price": "$39.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Equinox Professional Razor Edge Series Barber Hair Cutting Scissors - Japanese Stainless Steel Salon Scissors - 6.5\u201d Overall Length - Fine Adjustment Tension Screw - Premium Shears for Hair Cutting", "asin": "B00KVYBY8M", "price": "$15.07", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors, ULG Professional Hair Scissors 6.5 inch Right-Hand Razor Edge Barber Shears Salon Hair Cutting Shears Made of Japanese Stainless Steel, Hand Sharpened Blue", "asin": "B071CWXLY5", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Fac\u00f3n Professional Razor Edge Barber Hair Cutting Scissors - Japanese Stainless Steel - 6.5\" Length - Fine Adjustment Tension Screw - Salon Quality Premium Shears (The Bravo)", "asin": "B08LPGPR43", "price": "$5.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "\"The Cut Factory- 6.5\u201d Professional Hair Scissors - High Carbon 420 Stainless Steel Hair Cutting Scissors, Ultra-Sharp Barber Shears for Salon & Home - Ergonomic for Men, Women, Kids & Babies\"", "asin": "B0BVWQ1CDY", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Stainless Steel Hair Cutting Scissors 6.5 Inch Hairdressing Razor Shears Professional Salon Barber Haircut Scissors, One Comb Included, Home Use for Man Woman Adults Kids Babies", "asin": "B081679Z65", "price": "$8.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Sirabe 10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home", "asin": "B07PDKQPFF", "price": "$17.19", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Set, Professional Stainless Cutting Hair Scissors, Barber Hair Cutting Scissors Thinning Shears Sharp Blades Hairdresser Haircut for Women/Men/kids, LFJ1234", "asin": "B0CP3WR6H2", "price": "$5.74", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Kit 11PCS, Hair Scissors Professional Haircut Scissors with Japanese Stainless Steel Hair Shears, Thinning Shears, Haircut Accessories in Leather Case for Salon/Home (Silver)", "asin": "B0DBVXVD18", "price": "$22.49", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Facial Hair Small Grooming Scissors For Men Women - Eyebrow, Nose Hair, Mustache, Beard, Eyelashes, Ear Trimming Kit - Curved and Rounded Safety Tip Clippers For Hair Cutting - 2PCS Silver", "asin": "B07SRM6MK2", "price": "$5.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch", "asin": "B07B3VX5DL", "price": "$29.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Utopia Care Hair Cutting and Hairdressing Scissors 6.5 Inch, Premium Stainless Steel Shears with Smooth Razor and Sharp Edge Blades for Salons, Men, Women and Kids, Silver", "asin": "B01C9E7MA0", "price": "$6.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Set, Professional Stainless Cutting Hair Scissors, Barber Hair Cutting Scissors Thinning Shears Sharp Blades Hairdresser Haircut for Women/Men/kids, LFJ1234", "asin": "B0CP3WR6H2", "price": "$5.74", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)", "asin": "B07PSKCMZV", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Scissors 6.5 Inch - Premium High Carbon Stainless Steel Barber Salon Hair Shears for Haircut Scissors - Ergonomic Design Super-Sharp Hair cutting Scissors Blades", "asin": "B0CZTVB5G2", "price": "$8.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Shears,6 Inch Barber hair Cutting Scissors Sharp Blades Hairdresser Haircut For Women/Men/kids 420c Stainless Steel (Rainbow)", "asin": "B07XP6HHCL", "price": "$8.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "CIICII Hair Cutting Scissors Shears Kit, Professional Hairdressing Scissors Set (Hair Beard Trimming Shaping Grooming Thinning Shears) for Men Women Hairdresser Home Salon Barber Haircut Kit (Black)", "asin": "B087JT935T", "price": "$16.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scissors for Barber, Salon, and Home Use", "asin": "B0DQVJ21WT", "price": "$8.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "\u201cUMAHASS Professional Hair Scissors 6.5 Inch\u201d \u2013 Premium High Carbon Stainless Steel Hair Cutting Scissors, Ultra-Sharp Barber Shears, One Comb Included, Home Use for Man Women Adults Kids & Babies", "asin": "B0DPVM7DWD", "price": "$5.99", "delivery": "FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15"},
{"title": "Professional Grooming Scissors for Personal Care Facial Hair Removal and Ear Nose Eyebrow Trimming Stainless Steel Fine Straight Tip Scissors Men", "asin": "B07G6JFMP6", "price": "$5.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Wahl Clipper USA Color Pro Complete Haircutting Kit with Easy Color Coded Guide Combs - Corded Clipper for Hair Clipping & Grooming Men, Women, & Children - Model 79300-1001M", "asin": "B00006IVEN", "price": "$39.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Sirabe 10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home", "asin": "B07PDKQPFF", "price": "$17.19", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults", "asin": "B0CZDFXDPQ", "price": "$12.89", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Thinning Shears- Fcysy Professional Barber Sharp Hair Scissors Hairdressing Shears Kit with Haircut Accessories in Leather Case for Cutting Styling Hair for Women Men Pet- 7 Pcs", "asin": "B07VFRQ36N", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Shears Kit, 6.7\u201d Barber Scissors,Professional Haircut Kit,Stainless Steel Hairdressing Thinning Scissors Shears for Barber,Salon,Women,Home,Men", "asin": "B0DP2Z9V15", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors,6.5 Inch Professional Stainless Steel Barber Haircut Shears Razor,Sharp Blades,One Comb Included, For Salon Home Men Women Adults Kids Pet (Black)", "asin": "B0DFVJQ3LX", "price": "$4.19", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Shears,6 Inch Barber hair Cutting Scissors Sharp Blades Hairdresser Haircut For Women/Men/kids 420c Stainless Steel (Rainbow)", "asin": "B07XP6HHCL", "price": "$8.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Annie Stainless Hair Shear/Scissor 5 1/2\" #5004", "asin": "B005JVFXFC", "price": "$3.50", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "CIICII Hair Cutting Scissors Shears Kit, Professional Hairdressing Scissors Set (Hair Beard Trimming Shaping Grooming Thinning Shears) for Men Women Hairdresser Home Salon Barber Haircut Kit (Black)", "asin": "B087JT935T", "price": "$16.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Sirabe HIGH-END Professional Hair Cutting Scissors Shears - Ultra Sharp Blades for Precise Cutting - Barber Shears Haircut Scissors 440C Stainless Steel for Salon Hairstyling & Home Hairdressing", "asin": "B0C2V9KYC8", "price": "$36.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Tweezerman Stainless 2000 Styling Shears, 5.5 - Hair Scissors for Women and Men", "asin": "B000WI0640", "price": "$25.41", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Tycon Hair Cutting Scissors Professional 6\" \u2013 Japanese Stainless Steel, 2.7\" Razor Edge Blade Barber Scissors \u2013 Ergonomic design - Precision Hair Scissors for Smooth Cutting - Salon & Personal Use", "asin": "B09BBMVFMK", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Kits, 10 Pcs Stainless Steel Hairdressing Shears Set Professional Thinning Scissors For Barber/Salon/Home/Men/Women/Kids/Adults Shear Sets", "asin": "B087C6MYLP", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Tecto Barber Scissors, Professional 6.6 inches Stainless Steel Hair Cutting Scissors, Extra Sharp Hair Cutting Scissors For Men/Women with free leather case.", "asin": "B088PMMGQS", "price": "$10.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Cricket Shear Xpressions 5.75\" Professional Hair Cutting Scissors - Barber Scissors, Japanese Stainless Steel, Comfort Silencer, Ideal for Stylists and Home Use, Hey Rosie - Rose Gold", "asin": "B017JMEMLO", "price": "$41.95", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "CS07 5\" Gold Plated Professional Barber Shears", "asin": "B0037RS9Z6", "price": "$27.95", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "\"Hair Cutting Scissors 6.5\" - BarbaQo Hair Shears With Sharp Razor Edge Blade, High Carbon Stainless steel Barber Scissors for Professional Barbers, Men, Women, and Adults", "asin": "B0D5D42FGZ", "price": "$6.97", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Tweezerman Spirit 2000 Styling Shears", "asin": "B0007CWVLM", "price": "$24.43", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors, 6.5\" Stainless Steel Barber Haircut Shears for Men/Woman, Professional Trimming Scissors Kit for Salon and Home Use, Sharp Edge for Precise Cutting", "asin": "B0DP1ZBC8J", "price": "$4.28", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Thu, Apr 17 on $35 of items shipped by Amazon"},
{"title": "BEAUTICONE Hair Cutting Scissors | 6.5 Inch Professional Stainless Steel Barber Shears | Hairdressing Scissors | Smooth & Sharp Edge Blades - for Men/Women (Multi)", "asin": "B0BVZS68FY", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hairdressing Scissors Kit for Barber and Home Use", "asin": "B0CZZXBFMX", "price": "$4.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "5.5 inch Barber Scissors | hair shears professional | haircutting scissors for adults | Hair Scissors Women & Men | Hairdresser Scissors | Hair Scissors Professional | Haircut Scissors.", "asin": "B002B4Z0HG", "price": "$33.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "GTEX Hair Scissors, 6.5 inch Professional Hair Cutting Scissors for Women Men Adults - Barber Scissors Hair Shears - Super Sharp Haircut Scissors - Tijeras De Peluqueria Profesional", "asin": "B0CT612MJ6", "price": "$7.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch", "asin": "B07B3VX5DL", "price": "$29.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scissors for Barber, Salon, and Home Use", "asin": "B0DQVJ21WT", "price": "$8.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "7.0 Inches Professional hair cutting thinning scissors set with razor (Black)", "asin": "B07JL88LY8", "price": "$28.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Shears Set,6 Inch Barber Hair Cutting Scissors Kit,Hairdressing Thinning Shears for Hair Cutting,Sharp Blades Haircut Scissors Kit for Women/Men/Kids (Rainbow)", "asin": "B08PL2ZMLZ", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Thinning Scissors ULG Professional Barber\u2019s Texturizing Teeth Shears for Hairdressing, Salon and Home Use Thinning Shears for Hair Cutting, Made of Japanese Stainless Steel, 6.5 inch", "asin": "B0722K651D", "price": "$12.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "High-end Professional Extremely Very Sharp Barber Hair Cutting Scissors Hairdresser Shears For Hair 6.5 Inch Haircut Scissor Made Of Stainless Steel Alloy For Hairdressing Salon and Home Use", "asin": "B0892JTF3G", "price": "$36.87", "delivery": "FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15"},
{"title": "Hair Scissors 5.5 Inch Professional Hair Shears Hair Cutting Scissors Haircut Scissors Sharp Barber Scissors 440C Barber Shears Hairdresser Scissors Rose handle KINSARO", "asin": "B094DKVLQ6", "price": "$39.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Anastasia Beverly Hills - Tools - Scissors", "asin": "B00GI23Z88", "price": "$19.13", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors 6.0\" Hair Scissors for Women, Barbers, Men and Hair Stylists by SIZZO", "asin": "B0D6N8953H", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Scissors 6\", Barber Scissors to Cut Hair, Hair Shears for Hair Cutting, Premium Stainless Steel Barber Shears for Men & Women, Kids, Adults, & Pets (Black, 6\")", "asin": "B0D4VFMXNJ", "price": "$9.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Shears with Sharp Convex Blade,5.5\"High-end Hair Cutting Scissors,Premium Cobalt Alloy Stainless for Haircut Scissors,Ergonomic Design Barber Shears For Salon and Home Use", "asin": "B0DK6L8JRN", "price": "$69.90", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Conair Professional 6 1/2\" Diamond-Sharpened Barber Shears", "asin": "B000AON026", "price": "$7.55", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Only 2 left in stock - order soon."},
{"title": "Professional Hair Cutting Scissors - Krisp Shave Japanese Stainless Steel Salon Barber Scissor (7 Inch) - Shears for Men's Beard Mustache Women Kids Pets Haircut All Purpose Shear, KSP-786", "asin": "B08S6CKYSB", "price": "$7.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Scissors, 6.89 inch Barber Scissors Multifunctional Salon Thinning Scissors Straight Shears Tools for Mother Father Friends' Christmas Gift, Purple", "asin": "B0CF6CTZ55", "price": "$35.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Dr. Slick Razor Scissors", "asin": "B002WS3D98", "price": "$30.00", "delivery": "FREE delivery Apr 18 - 22 Only 8 left in stock - order soon."},
{"title": "Ontaki Hair Cutting Scissors 6.5\" - Japanese Steel Shears for Beard & Mustache - Hand-Forged Tool for Barbers, Men & Women - Sharp Hair Shears", "asin": "B088D5K4MJ", "price": "$21.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Scissors - Barber Scissor - 6.5 Inch Hair Shears | Razor Edge Hair Scissor- Hair cutting shears For Home & Salon (Silver)", "asin": "B08BZT3S9T", "price": "$4.49", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T20:56:48.635Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T20:56:48.635Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T20:56:48.635Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1292,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": 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\"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T20:56:29.975Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors\"}\n{\"timestamp\": \"2025-04-11T20:56:47.908Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors ayuliky\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. 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Corded Clipper for Hair Clipping & Grooming Men, Women, & Children - Model 79300-1001M\\n1 Count (Pack of 1)\", \"asin\": \"B00006IVEN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"TPOB Slime 2 Candy Pink Clipper Trimmer Shaver Set Barber Hair Clippers in Matte Pink with Taper Blade\", \"asin\": \"B0CCBST8SR\", \"price\": \"$97.94\", \"quantity\": \"\"},\n{\"title\": \"Soonsell Manscape Beard Trimmer for Men,Ball Shaver,Nose Hair Clippers,Electric Razor,Hair Clippers for Men,4 IN1 Men's Grooming Kit,LED Display,Waterproof,Wet/Dry Trimmer\", \"asin\": \"B0DDC5XTK2\", \"price\": \"$76.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Hair Trimmer Hair Clippers for Men, Nose Hair Trimmer Shaver Set,Cordless T-Blade Beard Trimmer Barber Clippers,Electric Razor Foil Shavers for Men Haircut Grooming Kit(Silver)\", \"asin\": \"B0CH9MBPFT\", \"price\": \"$56.19\", \"quantity\": \"\"},\n{\"title\": \"EZ Detangler Brush with Edge Brush, Rat Tail Combs Set for Natural, Curly, Wet/Dry, Black Hair, Flex Detangling Brush set for Hair Style and Cuting, No Pain and Easy Clean in Daily Use\\uff08Pink + Black)\\n5 Piece Set\", \"asin\": \"B08THM217F\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Fengliren High-end Professional Extremely Very Sharp Barber Hair Cutting Scissors Hairdresser Shears For Hair 6 Inch Haircut Scissor Made Of 440C Stainless Steel For Hairdressing Salon and Home Use\", \"asin\": \"B0CM41F7D2\"},\n{\"title\": \"Fengliren High-end Professional Extremely Very Sharp Barber Hair Cutting Scissors Hairdresser Shears For Hair 6.3 Inch Haircut Scissor Made Of 440C Stainless Steel For Hairdressing Salon and Home Use\", \"asin\": \"B0CM43QM9S\"},\n{\"title\": \"Fengliren High-end Professional Hair Thinning Scissors Hair Cutting Teeth Shears Barber Hairdressing Texturizing Scissors Extremely Very Sharp 6.3 Inch 440C Stainless Steel For Men Women Salon & Home\", \"asin\": \"B0CM42C8D5\"}],\n\"search_results\": [{\"title\": \"Equinox Professional Razor Edge Series Barber Hair Cutting Scissors - 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10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)\", \"asin\": \"B07PSKCMZV\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"5.5\\\" Barber scissors Hair scissors Professional Hair Shears Cutting Shears 440C Hair Cutting Scissors Barber Shears Haircut Scissors Silvery Convex Blades KINSARO\", \"asin\": \"B0744ZWHTK\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Equinox Professional Razor Edge Series Barber Hair Cutting Scissors - Japanese Stainless Steel Salon Scissors - 6.5\\u201d Overall Length - Fine Adjustment Tension Screw - Premium Shears for Hair Cutting\", \"asin\": \"B00KVYBY8M\", \"price\": \"$15.07\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors, ULG Professional Hair Scissors 6.5 inch Right-Hand Razor Edge Barber Shears Salon Hair Cutting Shears Made of Japanese Stainless Steel, Hand Sharpened Blue\", \"asin\": \"B071CWXLY5\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Fac\\u00f3n Professional Razor Edge Barber Hair Cutting Scissors - Japanese Stainless Steel - 6.5\\\" Length - Fine Adjustment Tension Screw - Salon Quality Premium Shears (The Bravo)\", \"asin\": \"B08LPGPR43\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"\\\"The Cut Factory- 6.5\\u201d Professional Hair Scissors - High Carbon 420 Stainless Steel Hair Cutting Scissors, Ultra-Sharp Barber Shears for Salon & Home - Ergonomic for Men, Women, Kids & Babies\\\"\", \"asin\": \"B0BVWQ1CDY\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Stainless Steel Hair Cutting Scissors 6.5 Inch Hairdressing Razor Shears Professional Salon Barber Haircut Scissors, One Comb Included, Home Use for Man Woman Adults Kids Babies\", \"asin\": \"B081679Z65\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Sirabe 10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home\", \"asin\": \"B07PDKQPFF\", \"price\": \"$17.19\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Set, Professional Stainless Cutting Hair Scissors, Barber Hair Cutting Scissors Thinning Shears Sharp Blades Hairdresser Haircut for Women/Men/kids, LFJ1234\", \"asin\": \"B0CP3WR6H2\", \"price\": \"$5.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Kit 11PCS, Hair Scissors Professional Haircut Scissors with Japanese Stainless Steel Hair Shears, Thinning Shears, Haircut Accessories in Leather Case for Salon/Home (Silver)\", \"asin\": \"B0DBVXVD18\", \"price\": \"$22.49\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Facial Hair Small Grooming Scissors For Men Women - Eyebrow, Nose Hair, Mustache, Beard, Eyelashes, Ear Trimming Kit - Curved and Rounded Safety Tip Clippers For Hair Cutting - 2PCS Silver\", \"asin\": \"B07SRM6MK2\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch\", \"asin\": \"B07B3VX5DL\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Utopia Care Hair Cutting and Hairdressing Scissors 6.5 Inch, Premium Stainless Steel Shears with Smooth Razor and Sharp Edge Blades for Salons, Men, Women and Kids, Silver\", \"asin\": \"B01C9E7MA0\", \"price\": \"$6.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Set, Professional Stainless Cutting Hair Scissors, Barber Hair Cutting Scissors Thinning Shears Sharp Blades Hairdresser Haircut for Women/Men/kids, LFJ1234\", \"asin\": \"B0CP3WR6H2\", \"price\": \"$5.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)\", \"asin\": \"B07PSKCMZV\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Scissors 6.5 Inch - Premium High Carbon Stainless Steel Barber Salon Hair Shears for Haircut Scissors - Ergonomic Design Super-Sharp Hair cutting Scissors Blades\", \"asin\": \"B0CZTVB5G2\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Shears,6 Inch Barber hair Cutting Scissors Sharp Blades Hairdresser Haircut For Women/Men/kids 420c Stainless Steel (Rainbow)\", \"asin\": \"B07XP6HHCL\", \"price\": \"$8.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"CIICII Hair Cutting Scissors Shears Kit, Professional Hairdressing Scissors Set (Hair Beard Trimming Shaping Grooming Thinning Shears) for Men Women Hairdresser Home Salon Barber Haircut Kit (Black)\", \"asin\": \"B087JT935T\", \"price\": \"$16.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scissors for Barber, Salon, and Home Use\", \"asin\": \"B0DQVJ21WT\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"\\u201cUMAHASS Professional Hair Scissors 6.5 Inch\\u201d \\u2013 Premium High Carbon Stainless Steel Hair Cutting Scissors, Ultra-Sharp Barber Shears, One Comb Included, Home Use for Man Women Adults Kids & Babies\", \"asin\": \"B0DPVM7DWD\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Professional Grooming Scissors for Personal Care Facial Hair Removal and Ear Nose Eyebrow Trimming Stainless Steel Fine Straight Tip Scissors Men\", \"asin\": \"B07G6JFMP6\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Wahl Clipper USA Color Pro Complete Haircutting Kit with Easy Color Coded Guide Combs - Corded Clipper for Hair Clipping & Grooming Men, Women, & Children - Model 79300-1001M\", \"asin\": \"B00006IVEN\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Sirabe 10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home\", \"asin\": \"B07PDKQPFF\", \"price\": \"$17.19\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults\", \"asin\": \"B0CZDFXDPQ\", \"price\": \"$12.89\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears- Fcysy Professional Barber Sharp Hair Scissors Hairdressing Shears Kit with Haircut Accessories in Leather Case for Cutting Styling Hair for Women Men Pet- 7 Pcs\", \"asin\": \"B07VFRQ36N\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Shears Kit, 6.7\\u201d Barber Scissors,Professional Haircut Kit,Stainless Steel Hairdressing Thinning Scissors Shears for Barber,Salon,Women,Home,Men\", \"asin\": \"B0DP2Z9V15\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors,6.5 Inch Professional Stainless Steel Barber Haircut Shears Razor,Sharp Blades,One Comb Included, For Salon Home Men Women Adults Kids Pet (Black)\", \"asin\": \"B0DFVJQ3LX\", \"price\": \"$4.19\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Shears,6 Inch Barber hair Cutting Scissors Sharp Blades Hairdresser Haircut For Women/Men/kids 420c Stainless Steel (Rainbow)\", \"asin\": \"B07XP6HHCL\", \"price\": \"$8.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Annie Stainless Hair Shear/Scissor 5 1/2\\\" #5004\", \"asin\": \"B005JVFXFC\", \"price\": \"$3.50\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"CIICII Hair Cutting Scissors Shears Kit, Professional Hairdressing Scissors Set (Hair Beard Trimming Shaping Grooming Thinning Shears) for Men Women Hairdresser Home Salon Barber Haircut Kit (Black)\", \"asin\": \"B087JT935T\", \"price\": \"$16.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Sirabe HIGH-END Professional Hair Cutting Scissors Shears - Ultra Sharp Blades for Precise Cutting - Barber Shears Haircut Scissors 440C Stainless Steel for Salon Hairstyling & Home Hairdressing\", \"asin\": \"B0C2V9KYC8\", \"price\": \"$36.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Tweezerman Stainless 2000 Styling Shears, 5.5 - Hair Scissors for Women and Men\", \"asin\": \"B000WI0640\", \"price\": \"$25.41\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Tycon Hair Cutting Scissors Professional 6\\\" \\u2013 Japanese Stainless Steel, 2.7\\\" Razor Edge Blade Barber Scissors \\u2013 Ergonomic design - Precision Hair Scissors for Smooth Cutting - Salon & Personal Use\", \"asin\": \"B09BBMVFMK\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Kits, 10 Pcs Stainless Steel Hairdressing Shears Set Professional Thinning Scissors For Barber/Salon/Home/Men/Women/Kids/Adults Shear Sets\", \"asin\": \"B087C6MYLP\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Tecto Barber Scissors, Professional 6.6 inches Stainless Steel Hair Cutting Scissors, Extra Sharp Hair Cutting Scissors For Men/Women with free leather case.\", \"asin\": \"B088PMMGQS\", \"price\": \"$10.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Cricket Shear Xpressions 5.75\\\" Professional Hair Cutting Scissors - Barber Scissors, Japanese Stainless Steel, Comfort Silencer, Ideal for Stylists and Home Use, Hey Rosie - Rose Gold\", \"asin\": \"B017JMEMLO\", \"price\": \"$41.95\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"CS07 5\\\" Gold Plated Professional Barber Shears\", \"asin\": \"B0037RS9Z6\", \"price\": \"$27.95\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"\\\"Hair Cutting Scissors 6.5\\\" - BarbaQo Hair Shears With Sharp Razor Edge Blade, High Carbon Stainless steel Barber Scissors for Professional Barbers, Men, Women, and Adults\", \"asin\": \"B0D5D42FGZ\", \"price\": \"$6.97\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Tweezerman Spirit 2000 Styling Shears\", \"asin\": \"B0007CWVLM\", \"price\": \"$24.43\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors, 6.5\\\" Stainless Steel Barber Haircut Shears for Men/Woman, Professional Trimming Scissors Kit for Salon and Home Use, Sharp Edge for Precise Cutting\", \"asin\": \"B0DP1ZBC8J\", \"price\": \"$4.28\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Thu, Apr 17 on $35 of items shipped by Amazon\"},\n{\"title\": \"BEAUTICONE Hair Cutting Scissors | 6.5 Inch Professional Stainless Steel Barber Shears | Hairdressing Scissors | Smooth & Sharp Edge Blades - for Men/Women (Multi)\", \"asin\": \"B0BVZS68FY\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hairdressing Scissors Kit for Barber and Home Use\", \"asin\": \"B0CZZXBFMX\", \"price\": \"$4.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"5.5 inch Barber Scissors | hair shears professional | haircutting scissors for adults | Hair Scissors Women & Men | Hairdresser Scissors | Hair Scissors Professional | Haircut Scissors.\", \"asin\": \"B002B4Z0HG\", \"price\": \"$33.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"GTEX Hair Scissors, 6.5 inch Professional Hair Cutting Scissors for Women Men Adults - Barber Scissors Hair Shears - Super Sharp Haircut Scissors - Tijeras De Peluqueria Profesional\", \"asin\": \"B0CT612MJ6\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch\", \"asin\": \"B07B3VX5DL\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scissors for Barber, Salon, and Home Use\", \"asin\": \"B0DQVJ21WT\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"7.0 Inches Professional hair cutting thinning scissors set with razor (Black)\", \"asin\": \"B07JL88LY8\", \"price\": \"$28.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Shears Set,6 Inch Barber Hair Cutting Scissors Kit,Hairdressing Thinning Shears for Hair Cutting,Sharp Blades Haircut Scissors Kit for Women/Men/Kids (Rainbow)\", \"asin\": \"B08PL2ZMLZ\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Thinning Scissors ULG Professional Barber\\u2019s Texturizing Teeth Shears for Hairdressing, Salon and Home Use Thinning Shears for Hair Cutting, Made of Japanese Stainless Steel, 6.5 inch\", \"asin\": \"B0722K651D\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"High-end Professional Extremely Very Sharp Barber Hair Cutting Scissors Hairdresser Shears For Hair 6.5 Inch Haircut Scissor Made Of Stainless Steel Alloy For Hairdressing Salon and Home Use\", \"asin\": \"B0892JTF3G\", \"price\": \"$36.87\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Hair Scissors 5.5 Inch Professional Hair Shears Hair Cutting Scissors Haircut Scissors Sharp Barber Scissors 440C Barber Shears Hairdresser Scissors Rose handle KINSARO\", \"asin\": \"B094DKVLQ6\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Anastasia Beverly Hills - Tools - Scissors\", \"asin\": \"B00GI23Z88\", \"price\": \"$19.13\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors 6.0\\\" Hair Scissors for Women, Barbers, Men and Hair Stylists by SIZZO\", \"asin\": \"B0D6N8953H\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors 6\\\", Barber Scissors to Cut Hair, Hair Shears for Hair Cutting, Premium Stainless Steel Barber Shears for Men & Women, Kids, Adults, & Pets (Black, 6\\\")\", \"asin\": \"B0D4VFMXNJ\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Shears with Sharp Convex Blade,5.5\\\"High-end Hair Cutting Scissors,Premium Cobalt Alloy Stainless for Haircut Scissors,Ergonomic Design Barber Shears For Salon and Home Use\", \"asin\": \"B0DK6L8JRN\", \"price\": \"$69.90\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Conair Professional 6 1/2\\\" Diamond-Sharpened Barber Shears\", \"asin\": \"B000AON026\", \"price\": \"$7.55\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Only 2 left in stock - order soon.\"},\n{\"title\": \"Professional Hair Cutting Scissors - Krisp Shave Japanese Stainless Steel Salon Barber Scissor (7 Inch) - Shears for Men's Beard Mustache Women Kids Pets Haircut All Purpose Shear, KSP-786\", \"asin\": \"B08S6CKYSB\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors, 6.89 inch Barber Scissors Multifunctional Salon Thinning Scissors Straight Shears Tools for Mother Father Friends' Christmas Gift, Purple\", \"asin\": \"B0CF6CTZ55\", \"price\": \"$35.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Dr. Slick Razor Scissors\", \"asin\": \"B002WS3D98\", \"price\": \"$30.00\", \"delivery\": \"FREE delivery Apr 18 - 22 Only 8 left in stock - order soon.\"},\n{\"title\": \"Ontaki Hair Cutting Scissors 6.5\\\" - Japanese Steel Shears for Beard & Mustache - Hand-Forged Tool for Barbers, Men & Women - Sharp Hair Shears\", \"asin\": \"B088D5K4MJ\", \"price\": \"$21.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors - Barber Scissor - 6.5 Inch Hair Shears | Razor Edge Hair Scissor- Hair cutting shears For Home & Salon (Silver)\", \"asin\": \"B08BZT3S9T\", \"price\": \"$4.49\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:56:48.635Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T20:56:29.975Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors\"}\n{\"timestamp\": \"2025-04-11T20:56:47.908Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:48.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$42.69\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B096258SWR\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Almost White/Almost White\"},\n{\"Size\": \"10 Women/8 Men\"}],\n\"promotion_items\": [{\"title\": \"Eagsouni Arch Support Clogs for Women Men Garden Shoes Summer Slippers Mules Casual Beach Sandals Slip On Shoes Anti-Slip w Adjustable Back Strap White,12 Women/11 Men\", \"asin\": \"B0C6KNQQMV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes White 14 Women/12 Men\", \"asin\": \"B08RYJWDP9\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Echo Clog, Moonlight, 8 US Men\", \"asin\": \"B0CNHRXDYD\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men\", \"asin\": \"B0018PSCOM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shower Sandals Yard Gardening Beach Water Plastic Rubber House Indoor YY161 Navy 10 Women/8 Men\", \"asin\": \"B071DD6168\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 6, Women's 8 Medium\", \"asin\": \"B0CN36RT82\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men\", \"asin\": \"B0018PSCOM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Juicy Couture Bae Clog, 8\", \"asin\": \"B0D61T1JWC\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)\", \"asin\": \"B09PTVZ32V\", \"price\": \"$28.89\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 7\", \"asin\": \"B08914G83P\", \"price\": \"$44.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:56:53.291Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T20:56:53.291Z
|
input
|
hair cutting scissors set ayuliky
|
rule
|
train
| 1,293 |
2025-04-11T20:56:53.291Z
|
input
|
hair cutting scissors set ayuliky
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T19:42:44.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:43:31.289Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T19:44:14.384Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T20:08:21.248Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:08:23.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T20:08:27.771Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T20:08:38.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T20:56:29.975Z", "action": "input", "action_argument": "hair cutting scissors"}
{"timestamp": "2025-04-11T20:56:47.908Z", "action": "input", "action_argument": "hair cutting scissors ayuliky"}
{"timestamp": "2025-04-11T20:56:48.635Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"title": "Crocs Unisex LiteRide 360 Clogs"},
{"price": "$42.69"},
{"bullet_list": "Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply"},
{"asin": "B096258SWR"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Almost White/Almost White"},
{"Size": "10 Women/8 Men"}],
"promotion_items": [{"title": "Eagsouni Arch Support Clogs for Women Men Garden Shoes Summer Slippers Mules Casual Beach Sandals Slip On Shoes Anti-Slip w Adjustable Back Strap White,12 Women/11 Men", "asin": "B0C6KNQQMV", "price": "$34.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes White 14 Women/12 Men", "asin": "B08RYJWDP9", "price": "$28.99", "quantity": ""},
{"title": "Crocs Unisex Echo Clog, Moonlight, 8 US Men", "asin": "B0CNHRXDYD", "price": "$69.95", "quantity": ""},
{"title": "Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men", "asin": "B0018PSCOM", "price": "$39.99", "quantity": ""},
{"title": "Amoji Garden Clogs Shower Sandals Yard Gardening Beach Water Plastic Rubber House Indoor YY161 Navy 10 Women/8 Men", "asin": "B071DD6168", "price": "$27.99", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 9", "asin": "B088ZWHRKH", "price": "$39.99", "quantity": ""},
{"title": "ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men", "asin": "B097C1JVNJ", "price": "$34.99", "quantity": ""},
{"title": "Crocs Unisex Snow White Siren Clog Black Men's 6, Women's 8 Medium", "asin": "B0CN36RT82", "price": "$94.99", "quantity": ""},
{"title": "Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men", "asin": "B0018PSCOM", "price": "$39.99", "quantity": ""},
{"title": "Crocs Women's Juicy Couture Bae Clog, 8", "asin": "B0D61T1JWC", "price": "$84.99", "quantity": ""},
{"title": "INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men", "asin": "B09XR2YCJJ", "price": "$32.99", "quantity": ""},
{"title": "HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)", "asin": "B09PTVZ32V", "price": "$28.89", "quantity": ""},
{"title": "Crocs Women's Classic Platform Clog, White, 7", "asin": "B08914G83P", "price": "$44.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T20:56:53.291Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T20:56:53.291Z\",\"action\": \"input\",\"acion_argument\": \"hair cutting scissors set ayuliky\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T20:56:53.291Z\",\"action\": \"input\",\"acion_argument\": \"hair cutting scissors set ayuliky\",}</answer>",
"index": 1293,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T20:56:29.975Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors\"}\n{\"timestamp\": \"2025-04-11T20:56:47.908Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:48.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Crocs Unisex LiteRide 360 Clogs\"},\n{\"price\": \"$42.69\"},\n{\"bullet_list\": \"Science And Magic: Take A Ride In A Superbly Cushioned New Kind Of Crocs For Men And Women. Inspired By Your Evolving Lifestyle, The Literide Shoe Collection Was Created To Be Worn On Your Terms, At Any Pace. Innovative Comfort: Next Generation 360 Degrees Of Literide Foam Insoles Are Super-Soft, Incredibly Light And Extraordinary Resilient. These Women'S And Men'S Shoes Offer Sink-In Softness For Innovative Comfort. What Size Should I Buy?: These Shoes Offer A Roomy Fit And We Recommend Ordering A Size Down To The Next Largest Whole Size. Foam Design: This Clog Is Pressure And Heat-Mapped To The Foot To Give You Support And Breathability, While The Flexible Matlite Uppers Feel Broken-In From Day One. Shop with Confidence: Crocs products are backed by our 90-day manufacturer's warranty for high quality and authenticity. Terms and conditions apply\"},\n{\"asin\": \"B096258SWR\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Almost White/Almost White\"},\n{\"Size\": \"10 Women/8 Men\"}],\n\"promotion_items\": [{\"title\": \"Eagsouni Arch Support Clogs for Women Men Garden Shoes Summer Slippers Mules Casual Beach Sandals Slip On Shoes Anti-Slip w Adjustable Back Strap White,12 Women/11 Men\", \"asin\": \"B0C6KNQQMV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"SAGUARO Women's Men's Garden Clogs Shoes Casual Slippers Unisex Quick Drying Sandals Summer Anti-Slip Beach Shoes White 14 Women/12 Men\", \"asin\": \"B08RYJWDP9\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Echo Clog, Moonlight, 8 US Men\", \"asin\": \"B0CNHRXDYD\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men\", \"asin\": \"B0018PSCOM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Amoji Garden Clogs Shower Sandals Yard Gardening Beach Water Plastic Rubber House Indoor YY161 Navy 10 Women/8 Men\", \"asin\": \"B071DD6168\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 9\", \"asin\": \"B088ZWHRKH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ChayChax Men's and Women's Arch Support Clogs Garden Shoes Slip-on Outdoor Beach Slippers with Removable Cushion Footbed, Black Gold, 9.5-10.5 Women/8-9 Men\", \"asin\": \"B097C1JVNJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Snow White Siren Clog Black Men's 6, Women's 8 Medium\", \"asin\": \"B0CN36RT82\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Men's Santa Cruz Loafers, Comfortable Men's Loafers, Slip On Shoes, Khaki/Khaki, 8 Men\", \"asin\": \"B0018PSCOM\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Juicy Couture Bae Clog, 8\", \"asin\": \"B0D61T1JWC\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"INMINPIN Women and Men Orthopedic Clogs Arch Support Garden Shoes Sandals Slippers with Plantar Fasciitis Feet Insoles,Pure Beige,12.5-13.5 Women/11-11.5 Men\", \"asin\": \"B09XR2YCJJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"HOBIBEAR Unisex Garden Clogs Shoes Slippers Sandals for Men (Khaki,Women 11/Men 9.5)\", \"asin\": \"B09PTVZ32V\", \"price\": \"$28.89\", \"quantity\": \"\"},\n{\"title\": \"Crocs Women's Classic Platform Clog, White, 7\", \"asin\": \"B08914G83P\", \"price\": \"$44.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:56:53.291Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T20:56:29.975Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors\"}\n{\"timestamp\": \"2025-04-11T20:56:47.908Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:48.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:56:53.291Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors set ayuliky\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair cutting scissors set ayuliky\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Professional Barber Hair Scissors for Hair Cutting Premium 6. Inch High Carbon Stainless Steel, Razor Edge Blades, Fine Adjustment for Salons, Barbers, Men, Women, Kids, and Pets by METALICC BEAUTY\", \"asin\": \"B0DNB2ZQ2L\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors Professional,Undergoes Rigorous 238-Step Process,Professional Hair Scissors For Women & Men,440C Steel,6 IN,1 Pack\", \"asin\": \"B0DPJ8195Z\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Fagaci Professional Hair Cutting Scissors 6\\u201d Super Sharp Thin Blades, 440C Steel for Maximum Precision, Lightweight Hair Shears for Women & Men\\n6 inch\", \"asin\": \"B0DHYH5DTD\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Barber Scissors 6\\\" Hair Shears with Japanese Steel - 60HRC Hardness with Cobalt Alloy Anti-Fatigue Design for Salon & Home Use (6'' Professional Hair Shears)\", \"asin\": \"B0DTKC658X\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Fagaci Hair Scissors Professional 5.5\\u201d 440C Steel for Superior Precision, Extremely Sharp Blades Hair Cutting Scissors for Women & Men, Durable Sharpness Hair Shears for Hair Cutting, Barber Scissors\\n5.5 inch\", \"asin\": \"B0DHYGFQ1R\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Hair Cutting Scissors - SUS 440C & Cobalt Stainless Steel Barber Shears Fine Adjustment Tension Premium Shears for Hair Cutting (Hair Cutting Scissors S5, 5.5 Inches)\", \"asin\": \"B0DK2Y9X66\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Fagaci Professional Hair Cutting Scissors 6\\u201d Super Sharp Thin Blades, 440C Steel for Maximum Precision, Lightweight Hair Shears for Women & Men\\n6 inch\", \"asin\": \"B0DHYH5DTD\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"5.5\\\" Barber scissors Hair scissors Professional Hair Shears Cutting Shears 440C Hair Cutting Scissors Barber Shears Haircut Scissors Silvery Convex Blades KINSARO\", \"asin\": \"B0744ZWHTK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Thinning Scissors Sora 6.5\\\" Japanese 28-Teeth 440c Razor Edge Professional Thinning Shears for Hair Cutting Hair Thinning Shears Barber Supplies & Barber Scissors\", \"asin\": \"B0DM162CSP\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch\", \"asin\": \"B07B3VX5DL\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Barber Scissors 6\\\" Hair Shears with Japanese Steel - 60HRC Hardness with Cobalt Alloy Anti-Fatigue Design for Salon & Home Use (5.5'' Professional Hair Shears)\", \"asin\": \"B0DTKB8XGV\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Ontaki 5.5\\\" Beard & Hair Trimming Scissors - Professional Japanese Steel Hand-Forged Barber Shears for Mustache, Bangs, Men, Pets (Gold & Black) - Hair Scissors\", \"asin\": \"B088CXQNTD\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Fagaci Professional Hair Scissors 6\\u201d Extremely Sharp Blades, Fine Cutting Blades, Hair Cutting Scissors Professional, Hair Shears, Barber Scissors Set for Men and Women, Haircut Scissors Hair Kit.\\\" Rated 4.5 out of 5 stars by 3506 reviews. Eligible for Prime.\", \"asin\": \"B07TJ69HW7\"},\n{\"title\": \"Go to detail page for \\\"Professional Hair Scissors 6 Inch Swivel with Extremely Sharp Blades, 440C Steel Hair Cutting Scissors, Durable, Smooth Motion & Fine Cut, Barber Scissors with Elegant Sheath, Cleaning Leather & Key.\\\" Rated 4.5 out of 5 stars by 3506 reviews. Eligible for Prime.\", \"asin\": \"B099RN9G9F\"},\n{\"title\": \"Go to detail page for \\\"Professional Hair Scissors 7 Inch with Extremely Sharp Blades, 440C Steel Hair Cutting Scissors, Durable, Smooth Motion & Fine Cut, Barber Scissors with Elegant Sheath, Cleaning Leather & Key.\\\" Rated 4.5 out of 5 stars by 3506 reviews. Eligible for Prime.\", \"asin\": \"B08ZJRM14T\"}],\n\"search_results\": [{\"title\": \"Professional Barber Hair Scissors for Hair Cutting Premium 6. Inch High Carbon Stainless Steel, Razor Edge Blades, Fine Adjustment for Salons, Barbers, Men, Women, Kids, and Pets by METALICC BEAUTY\", \"asin\": \"B0DNB2ZQ2L\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors - Stylonik Premium Hair Scissors For Women,Men,Salon & Barber Scissors Stainless Steel Razor Edge Hair Scissors 7 inch Hair Shears with Adjustable Tension Screw\", \"asin\": \"B0CQ3QN9KJ\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Professional,Undergoes Rigorous 238-Step Process,Professional Hair Scissors For Women & Men,440C Steel,6 IN,1 Pack\", \"asin\": \"B0DPJ8195Z\", \"price\": \"$69.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"5.5\\\" Barber scissors Hair scissors Professional Hair Shears Cutting Shears 440C Hair Cutting Scissors Barber Shears Haircut Scissors Silvery Convex Blades KINSARO\", \"asin\": \"B0744ZWHTK\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Hair Cutting Scissors Shears kit,Professional Edge Sharp Hair Scissors set,Barber Hairdressing Scissors Texturizing Thinning shears,Haircuting Styling Scissor kit Japanese Stainless Steel 6.5 Inch\", \"asin\": \"B0DFCB8YD9\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults\", \"asin\": \"B0CZDFXDPQ\", \"price\": \"$12.89\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Set, Professional Stainless Cutting Hair Scissors, Barber Hair Cutting Scissors Thinning Shears Sharp Blades Hairdresser Haircut for Women/Men/kids, LFJ1234\", \"asin\": \"B0CP3WR6H2\", \"price\": \"$5.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)\", \"asin\": \"B07PSKCMZV\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Stainless Steel Hair Cutting Scissors 6.5 Inch Hairdressing Razor Shears Professional Salon Barber Haircut Scissors, One Comb Included, Home Use for Man Woman Adults Kids Babies\", \"asin\": \"B081679Z65\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors, ULG Professional Hair Scissors 6.5 inch Right-Hand Razor Edge Barber Shears Salon Hair Cutting Shears Made of Japanese Stainless Steel, Hand Sharpened Blue\", \"asin\": \"B071CWXLY5\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors 6.5 inch,Right-Hand Razor Edge Barber Shears Hairdressing Scissors -Japanese Stainless Steel Silver, Men Women Kids Babies and Adult\", \"asin\": \"B0DW5349SK\", \"price\": \"$19.50\", \"delivery\": \"FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15 Only 13 left in stock - order soon.\"},\n{\"title\": \"Hair Scissors Professional 5.5\\u201d 440C Steel for Superior Precision, Extremely Sharp Blades Hair Cutting Scissors for Women & Men, Durable Sharpness Hair Shears for Hair Cutting, Barber Scissors\", \"asin\": \"B0DHYGFQ1R\", \"price\": \"$69.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"7 Inch Professional Hair Cutting Scissors - Convex Blade - Japanese 440C Stainless Steel - For Wet or Dry Cutting - Saki Shears Musashi For Hairdressers and Barbers (7 Inches)\", \"asin\": \"B0DK663DS8\", \"price\": \"$79.90\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 Only 20 left in stock - order soon.\"},\n{\"title\": \"Professional Hair Cutting Scissors 6\\u201d Super Sharp Thin Blades, 440C Steel for Maximum Precision, Lightweight Hair Shears for Women & Men\", \"asin\": \"B0DHYH5DTD\", \"price\": \"$69.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Professional Barber Scissors 6\\\" Hair Shears with Japanese Steel - 60HRC Hardness with Cobalt Alloy Anti-Fatigue Design for Salon & Home Use (6'' Professional Hair Shears)\", \"asin\": \"B0DTKC658X\", \"price\": \"$69.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Fac\\u00f3n Professional Razor Edge Barber Hair Cutting Scissors - Japanese Stainless Steel - 6.5\\\" Length - Fine Adjustment Tension Screw - Salon Quality Premium Shears (The Bravo)\", \"asin\": \"B08LPGPR43\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"\\\"The Cut Factory- 6.5\\u201d Professional Hair Scissors - High Carbon 420 Stainless Steel Hair Cutting Scissors, Ultra-Sharp Barber Shears for Salon & Home - Ergonomic for Men, Women, Kids & Babies\\\"\", \"asin\": \"B0BVWQ1CDY\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Equinox Professional Razor Edge Series Barber Hair Cutting Scissors - Japanese Stainless Steel Salon Scissors - 6.5\\u201d Overall Length - Fine Adjustment Tension Screw - Premium Shears for Hair Cutting\", \"asin\": \"B00KVYBY8M\", \"price\": \"$15.07\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Stainless Steel Hair Cutting Scissors Thinning Shears 6.5 Inch Professional Salon Barber Haircut Scissors Family Use for Man Woman Adults Kids\", \"asin\": \"B07SR1TGXX\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home\", \"asin\": \"B07PDKQPFF\", \"price\": \"$17.19\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Equinox Professional Hair Scissors Set - Premium Barber Kit, Includes Hair Cutting Scissors, Thinning Shears, Straight Razor, Basic Comb, Cleaning Cloth, Oil & Sandpaper - Hair Salon & Barber Supplies\", \"asin\": \"B0CBKV8Z3H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 19 - 24 on $35 of items shipped by Amazon Or fastest delivery Apr 19 - 23\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch\", \"asin\": \"B07B3VX5DL\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"6\\\" Texturizing Hair Scissors, 23 Teeth Hair Texture Shears Professional Blending Hair Thinning Scissor for Barber, Hairdresser, Stylist, Women and Men, Japanese 440C Stainless Steel\", \"asin\": \"B088WHWCH8\", \"price\": \"$27.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"5.5\\\" Professional Hair Shears Set Includes Cutting Scissors and Thinning Shears - VG10 Japanese Stainless Steel - Sharp, Ergonomic, Lightweight - Shihan Shears Red Moon (Hair Shears Set)\", \"asin\": \"B0CGVZZNVG\", \"price\": \"$240.00\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 Only 6 left in stock - order soon.\"},\n{\"title\": \"Professional Hair Cutting Scissors - SUS 440C & Cobalt Stainless Steel Barber Shears Fine Adjustment Tension Premium Shears for Hair Cutting (Hair Cutting Scissors S5, 5.5 Inches)\", \"asin\": \"B0DK2Y9X66\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Hair Cutting Scissors Shears Kit, 6.7\\u201d Barber Scissors,Professional Haircut Kit,Stainless Steel Hairdressing Thinning Scissors Shears for Barber,Salon,Women,Home,Men\", \"asin\": \"B0DP2Z9V15\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Kits, 10 Pcs Stainless Steel Hairdressing Shears Set Professional Thinning Scissors For Barber/Salon/Home/Men/Women/Kids/Adults Shear Sets\", \"asin\": \"B087C6MYLP\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Scissors 6.5 Inch - Premium High Carbon Stainless Steel Barber Salon Hair Shears for Haircut Scissors - Ergonomic Design Super-Sharp Hair cutting Scissors Blades\", \"asin\": \"B0CZTVB5G2\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting and Hairdressing Scissors 6.5 Inch, Premium Stainless Steel Shears with Smooth Razor and Sharp Edge Blades for Salons, Men, Women and Kids, Silver\", \"asin\": \"B01C9E7MA0\", \"price\": \"$6.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Shears,6 Inch Barber hair Cutting Scissors Sharp Blades Hairdresser Haircut For Women/Men/kids 420c Stainless Steel (Rainbow)\", \"asin\": \"B07XP6HHCL\", \"price\": \"$8.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Scissors - 6.25\\\" Arc Hair Cutting Scissors 440C Japanese Steel, Featuring Long-Lasting Sharpness(Hair Cutting & Thinning Scissors)\", \"asin\": \"B0DSQ419PD\", \"price\": \"$89.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Hair Cutting Scissors,6.5 Inch Professional Stainless Steel Barber Haircut Shears Razor,Sharp Blades,One Comb Included, For Salon Home Men Women Adults Kids Pet (Black)\", \"asin\": \"B0DFVJQ3LX\", \"price\": \"$4.19\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears- Fcysy Professional Barber Sharp Hair Scissors Hairdressing Shears Kit with Haircut Accessories in Leather Case for Cutting Styling Hair for Women Men Pet- 7 Pcs\", \"asin\": \"B07VFRQ36N\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Stainless Hair Shear/Scissor 5 1/2\\\" #5004\", \"asin\": \"B005JVFXFC\", \"price\": \"$3.50\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Kit, Aethland Professional Barber Hairdressing Scissors Set (Trimming Shaping Grooming Thinning Shears) for Men Women Pets Home Salon Barber Haircut, 6.5\\\" Japanese 9CR SS\", \"asin\": \"B08MPVF9J1\", \"price\": \"$21.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Shears kit,Professional Edge Sharp Hair Scissors set,Barber Hairdressing Scissors Texturizing Thinning shears,Haircuting Styling Scissor kit Japanese Stainless Steel 6.5 Inch\", \"asin\": \"B0DFCB8YD9\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors, 6.5\\\" Stainless Steel Barber Haircut Shears for Men/Woman, Professional Trimming Scissors Kit for Salon and Home Use, Sharp Edge for Precise Cutting\", \"asin\": \"B0DP1ZBC8J\", \"price\": \"$4.28\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Thu, Apr 17 on $35 of items shipped by Amazon\"},\n{\"title\": \"15 pcs Hair Cutting Scissors Professional, Thinning Shears for Hair Cutting, Stainless Steel Barber Scissors, Lengnoyp Haircut Scissors Hair Cutting Kit for Women, Men\", \"asin\": \"B0DRFQSQ4C\", \"price\": \"$6.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch\", \"asin\": \"B07B3VX5DL\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Thinning Scissors ULG Professional Barber\\u2019s Texturizing Teeth Shears for Hairdressing, Salon and Home Use Thinning Shears for Hair Cutting, Made of Japanese Stainless Steel, 6.5 inch\", \"asin\": \"B0722K651D\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Shears Set,6 Inch Barber Hair Cutting Scissors Kit,Hairdressing Thinning Shears for Hair Cutting,Sharp Blades Haircut Scissors Kit for Women/Men/Kids (Rainbow)\", \"asin\": \"B08PL2ZMLZ\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scissors for Barber, Salon, and Home Use\", \"asin\": \"B0DQVJ21WT\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Shears Kit, Professional Hairdressing Scissors Set (Hair Beard Trimming Shaping Grooming Thinning Shears) for Men Women Hairdresser Home Salon Barber Haircut Kit (Black)\", \"asin\": \"B087JT935T\", \"price\": \"$16.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors and Thinning Scissors Kit,6.5 inch Professional Salon Haircut Scissors Kit,Barber Hairdressing Shears Set,Hair Cutting Shears Texturizing Shears (Silver) (Silver)\", \"asin\": \"B0DGXFKNBB\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Tycon Hair Cutting Scissors Professional 6\\\" \\u2013 Japanese Stainless Steel, 2.7\\\" Razor Edge Blade Barber Scissors \\u2013 Ergonomic design - Precision Hair Scissors for Smooth Cutting - Salon & Personal Use\", \"asin\": \"B09BBMVFMK\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Scissors, 6.5 inch Professional Hair Cutting Scissors for Women Men Adults - Barber Scissors Hair Shears - Super Sharp Haircut Scissors - Tijeras De Peluqueria Profesional\", \"asin\": \"B0CT612MJ6\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Kit, Hair Scissors Professional Haircut Scissors with Stainless Steel Hair Shears, Thinning Shears, Haircut Accessories in Leather Case for Salon/Home- 10PCS Gold Black\", \"asin\": \"B0CN6T1FGB\", \"price\": \"$15.49\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Thinning Shears, Hair Cutting Scissors (6.7 Inches) with Fine Adjustable Tension Screw and 1 Piece Wipe Cloth\", \"asin\": \"B087929PCR\", \"price\": \"$5.90\", \"delivery\": \"FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15 Only 2 left in stock - order soon.\"},\n{\"title\": \"Scissors Hairdressing Hair Cutting Scissors Kit Tool Barber Salon Hairdressing Shears Scissors for Men Women Pet Cutting Thinning Trimming\", \"asin\": \"B0D5B7XWNG\", \"price\": \"$3.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors - SUS 440C Hair Scissors Barber Shears, Profesional Cutting Shears for Hair Cutting (S2, 5.5 '' Hair Cutting Scissors)\", \"asin\": \"B0D45XNZYN\", \"price\": \"$42.00\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Professional Hair Cutting Shears,6 Inch Hairdressing Shears Barber Hair Scissors Edge Razor Sharp Blades Haircut Scissors for Men Women Kids Japan 440c Stainless Steel\", \"asin\": \"B0D7ZYCZG7\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"HIGH-END Professional Hair Cutting Scissors Shears - Ultra Sharp Blades for Precise Cutting - Barber Shears Haircut Scissors 440C Stainless Steel for Salon Hairstyling & Home Hairdressing\", \"asin\": \"B0C2V9KYC8\", \"price\": \"$36.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Haircut Scissors - Professional Hair Stylist Kit with Comb Set for Men & Women\", \"asin\": \"B0BWJHZW1R\", \"price\": \"$4.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Equinox Professional Hair Scissors Set - Includes Barber Scissors & Thinning Shears for Hair Cutting & Grooming, Premium Japanese Stainless Steel Hair Cutting Scissors, Barber Accessories & Hair Tools\", \"asin\": \"B00KVYW1HA\", \"price\": \"$30.29\", \"delivery\": \"FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Hair Cutting Scissors Kits,11Pcs Professional Haircut Scissors Kit with Comb,Clips,Cape,New Craftsmanship Stainless Steel Hairdressing Thinning Shears Set for Barber,Salon,Home,Men,Women\", \"asin\": \"B08N9VFQ76\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Kit, Fcysy Professional Barber Shears Set with Hair Scissors Thinning Shears, Tijeras para Cortar Cabello Haircutting Sheers Hair Cut Blending Salon Scissor for Men Women Pet\", \"asin\": \"B09NXDMR7K\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Scissors for all Hair Types, 5.5 inch, with Presentation Case & Tip Protector. Suitable for Hairdressers, Barbers, Professionals, Personal Use and for Beard or Moustache Trimming\", \"asin\": \"B007ZKE1M6\", \"price\": \"$21.00\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Left Handed Hair Cutting Scissors Hair Shears, Professional 6\\u201d Left Hand Barber Haircut Salon Scissors, Sharp Lefty Hand Hairdressing Shears Haircutting Scissors for Cutting Hair for Women Men\", \"asin\": \"B0DB24W9G4\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Barber Scissors, Professional 6.6 inches Stainless Steel Hair Cutting Scissors, Extra Sharp Hair Cutting Scissors For Men/Women with free leather case.\", \"asin\": \"B088PMMGQS\", \"price\": \"$10.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors for Professionals, Barbers - Hair Shears for Cutting, Trimming, Grooming, Precision - Extremely Sharp Razor Edge - Made With 6.5\\\" Japanese Stainless Steel for Men, Women.\", \"asin\": \"B09HCQ5R8B\", \"price\": \"$14.90\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors,Barber hair Cutting Shears Sharp Blades Haircut tool For Women,gril,kids 440c Stainless Steel Pink color-6.5 Inch length (Pink)\", \"asin\": \"B0DK21Z8M6\", \"price\": \"$6.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"High-end Professional Extremely Very Sharp Barber Hair Cutting Scissors Hairdresser Shears For Hair 6.5 Inch Haircut Scissor Made Of Stainless Steel Alloy For Hairdressing Salon and Home Use\", \"asin\": \"B0892JTF3G\", \"price\": \"$36.87\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"GMI-TWEEZERS\\u2122-Hair Cutting Scissors for Professionals, and Home Use -Professional Barber Scissors-Hair Scissors for Men and Women-Thinning Shears for Hair Cutting Set-Pack of 2 (Black)\", \"asin\": \"B0B51YWX6M\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors with Luxury 18K Rose Gold Finish 6.5\\\" Barber Scissors 440C Japanese Stainless Steel Hand-Honed Razor Sharp Blades Offset Handles Tension Adjustable, Right-Handed\", \"asin\": \"B0DJHT1NTL\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery May 3 - Jun 6 Or fastest delivery May 3 - Jun 4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:56:53.698Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T20:56:53.698Z
|
click
|
search
|
rule
|
train
| 1,294 |
2025-04-11T20:56:53.698Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T19:42:44.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:43:31.289Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T19:44:14.384Z", "action": "click", "action_argument": "nav_bar"}
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{"title": "Hair Thinning Scissors Sora 6.5\" Japanese 28-Teeth 440c Razor Edge Professional Thinning Shears for Hair Cutting Hair Thinning Shears Barber Supplies & Barber Scissors", "asin": "B0DM162CSP", "price": "$24.99", "quantity": ""},
{"title": "Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch", "asin": "B07B3VX5DL", "price": "$29.99", "quantity": ""},
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{"title": "Ontaki 5.5\" Beard & Hair Trimming Scissors - Professional Japanese Steel Hand-Forged Barber Shears for Mustache, Bangs, Men, Pets (Gold & Black) - Hair Scissors", "asin": "B088CXQNTD", "price": "$21.99", "quantity": ""}],
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{"title": "Go to detail page for \"Professional Hair Scissors 6 Inch Swivel with Extremely Sharp Blades, 440C Steel Hair Cutting Scissors, Durable, Smooth Motion & Fine Cut, Barber Scissors with Elegant Sheath, Cleaning Leather & Key.\" Rated 4.5 out of 5 stars by 3506 reviews. Eligible for Prime.", "asin": "B099RN9G9F"},
{"title": "Go to detail page for \"Professional Hair Scissors 7 Inch with Extremely Sharp Blades, 440C Steel Hair Cutting Scissors, Durable, Smooth Motion & Fine Cut, Barber Scissors with Elegant Sheath, Cleaning Leather & Key.\" Rated 4.5 out of 5 stars by 3506 reviews. Eligible for Prime.", "asin": "B08ZJRM14T"}],
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{"title": "Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults", "asin": "B0CZDFXDPQ", "price": "$12.89", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Set, Professional Stainless Cutting Hair Scissors, Barber Hair Cutting Scissors Thinning Shears Sharp Blades Hairdresser Haircut for Women/Men/kids, LFJ1234", "asin": "B0CP3WR6H2", "price": "$5.74", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)", "asin": "B07PSKCMZV", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Stainless Steel Hair Cutting Scissors 6.5 Inch Hairdressing Razor Shears Professional Salon Barber Haircut Scissors, One Comb Included, Home Use for Man Woman Adults Kids Babies", "asin": "B081679Z65", "price": "$8.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors, ULG Professional Hair Scissors 6.5 inch Right-Hand Razor Edge Barber Shears Salon Hair Cutting Shears Made of Japanese Stainless Steel, Hand Sharpened Blue", "asin": "B071CWXLY5", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Scissors 6.5 inch,Right-Hand Razor Edge Barber Shears Hairdressing Scissors -Japanese Stainless Steel Silver, Men Women Kids Babies and Adult", "asin": "B0DW5349SK", "price": "$19.50", "delivery": "FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15 Only 13 left in stock - order soon."},
{"title": "Hair Scissors Professional 5.5\u201d 440C Steel for Superior Precision, Extremely Sharp Blades Hair Cutting Scissors for Women & Men, Durable Sharpness Hair Shears for Hair Cutting, Barber Scissors", "asin": "B0DHYGFQ1R", "price": "$69.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "7 Inch Professional Hair Cutting Scissors - Convex Blade - Japanese 440C Stainless Steel - For Wet or Dry Cutting - Saki Shears Musashi For Hairdressers and Barbers (7 Inches)", "asin": "B0DK663DS8", "price": "$79.90", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 Only 20 left in stock - order soon."},
{"title": "Professional Hair Cutting Scissors 6\u201d Super Sharp Thin Blades, 440C Steel for Maximum Precision, Lightweight Hair Shears for Women & Men", "asin": "B0DHYH5DTD", "price": "$69.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Professional Barber Scissors 6\" Hair Shears with Japanese Steel - 60HRC Hardness with Cobalt Alloy Anti-Fatigue Design for Salon & Home Use (6'' Professional Hair Shears)", "asin": "B0DTKC658X", "price": "$69.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Fac\u00f3n Professional Razor Edge Barber Hair Cutting Scissors - Japanese Stainless Steel - 6.5\" Length - Fine Adjustment Tension Screw - Salon Quality Premium Shears (The Bravo)", "asin": "B08LPGPR43", "price": "$5.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "\"The Cut Factory- 6.5\u201d Professional Hair Scissors - High Carbon 420 Stainless Steel Hair Cutting Scissors, Ultra-Sharp Barber Shears for Salon & Home - Ergonomic for Men, Women, Kids & Babies\"", "asin": "B0BVWQ1CDY", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Equinox Professional Razor Edge Series Barber Hair Cutting Scissors - Japanese Stainless Steel Salon Scissors - 6.5\u201d Overall Length - Fine Adjustment Tension Screw - Premium Shears for Hair Cutting", "asin": "B00KVYBY8M", "price": "$15.07", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Stainless Steel Hair Cutting Scissors Thinning Shears 6.5 Inch Professional Salon Barber Haircut Scissors Family Use for Man Woman Adults Kids", "asin": "B07SR1TGXX", "price": "$8.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home", "asin": "B07PDKQPFF", "price": "$17.19", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Equinox Professional Hair Scissors Set - Premium Barber Kit, Includes Hair Cutting Scissors, Thinning Shears, Straight Razor, Basic Comb, Cleaning Cloth, Oil & Sandpaper - Hair Salon & Barber Supplies", "asin": "B0CBKV8Z3H", "price": "$29.99", "delivery": "FREE delivery Apr 19 - 24 on $35 of items shipped by Amazon Or fastest delivery Apr 19 - 23"},
{"title": "Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch", "asin": "B07B3VX5DL", "price": "$29.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "6\" Texturizing Hair Scissors, 23 Teeth Hair Texture Shears Professional Blending Hair Thinning Scissor for Barber, Hairdresser, Stylist, Women and Men, Japanese 440C Stainless Steel", "asin": "B088WHWCH8", "price": "$27.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "5.5\" Professional Hair Shears Set Includes Cutting Scissors and Thinning Shears - VG10 Japanese Stainless Steel - Sharp, Ergonomic, Lightweight - Shihan Shears Red Moon (Hair Shears Set)", "asin": "B0CGVZZNVG", "price": "$240.00", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 Only 6 left in stock - order soon."},
{"title": "Professional Hair Cutting Scissors - SUS 440C & Cobalt Stainless Steel Barber Shears Fine Adjustment Tension Premium Shears for Hair Cutting (Hair Cutting Scissors S5, 5.5 Inches)", "asin": "B0DK2Y9X66", "price": "$39.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Hair Cutting Scissors Shears Kit, 6.7\u201d Barber Scissors,Professional Haircut Kit,Stainless Steel Hairdressing Thinning Scissors Shears for Barber,Salon,Women,Home,Men", "asin": "B0DP2Z9V15", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Kits, 10 Pcs Stainless Steel Hairdressing Shears Set Professional Thinning Scissors For Barber/Salon/Home/Men/Women/Kids/Adults Shear Sets", "asin": "B087C6MYLP", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Scissors 6.5 Inch - Premium High Carbon Stainless Steel Barber Salon Hair Shears for Haircut Scissors - Ergonomic Design Super-Sharp Hair cutting Scissors Blades", "asin": "B0CZTVB5G2", "price": "$8.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting and Hairdressing Scissors 6.5 Inch, Premium Stainless Steel Shears with Smooth Razor and Sharp Edge Blades for Salons, Men, Women and Kids, Silver", "asin": "B01C9E7MA0", "price": "$6.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Shears,6 Inch Barber hair Cutting Scissors Sharp Blades Hairdresser Haircut For Women/Men/kids 420c Stainless Steel (Rainbow)", "asin": "B07XP6HHCL", "price": "$8.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Scissors - 6.25\" Arc Hair Cutting Scissors 440C Japanese Steel, Featuring Long-Lasting Sharpness(Hair Cutting & Thinning Scissors)", "asin": "B0DSQ419PD", "price": "$89.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Hair Cutting Scissors,6.5 Inch Professional Stainless Steel Barber Haircut Shears Razor,Sharp Blades,One Comb Included, For Salon Home Men Women Adults Kids Pet (Black)", "asin": "B0DFVJQ3LX", "price": "$4.19", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Thinning Shears- Fcysy Professional Barber Sharp Hair Scissors Hairdressing Shears Kit with Haircut Accessories in Leather Case for Cutting Styling Hair for Women Men Pet- 7 Pcs", "asin": "B07VFRQ36N", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Stainless Hair Shear/Scissor 5 1/2\" #5004", "asin": "B005JVFXFC", "price": "$3.50", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Kit, Aethland Professional Barber Hairdressing Scissors Set (Trimming Shaping Grooming Thinning Shears) for Men Women Pets Home Salon Barber Haircut, 6.5\" Japanese 9CR SS", "asin": "B08MPVF9J1", "price": "$21.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Shears kit,Professional Edge Sharp Hair Scissors set,Barber Hairdressing Scissors Texturizing Thinning shears,Haircuting Styling Scissor kit Japanese Stainless Steel 6.5 Inch", "asin": "B0DFCB8YD9", "price": "$7.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors, 6.5\" Stainless Steel Barber Haircut Shears for Men/Woman, Professional Trimming Scissors Kit for Salon and Home Use, Sharp Edge for Precise Cutting", "asin": "B0DP1ZBC8J", "price": "$4.28", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Thu, Apr 17 on $35 of items shipped by Amazon"},
{"title": "15 pcs Hair Cutting Scissors Professional, Thinning Shears for Hair Cutting, Stainless Steel Barber Scissors, Lengnoyp Haircut Scissors Hair Cutting Kit for Women, Men", "asin": "B0DRFQSQ4C", "price": "$6.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch", "asin": "B07B3VX5DL", "price": "$29.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Thinning Scissors ULG Professional Barber\u2019s Texturizing Teeth Shears for Hairdressing, Salon and Home Use Thinning Shears for Hair Cutting, Made of Japanese Stainless Steel, 6.5 inch", "asin": "B0722K651D", "price": "$12.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Shears Set,6 Inch Barber Hair Cutting Scissors Kit,Hairdressing Thinning Shears for Hair Cutting,Sharp Blades Haircut Scissors Kit for Women/Men/Kids (Rainbow)", "asin": "B08PL2ZMLZ", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scissors for Barber, Salon, and Home Use", "asin": "B0DQVJ21WT", "price": "$8.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Shears Kit, Professional Hairdressing Scissors Set (Hair Beard Trimming Shaping Grooming Thinning Shears) for Men Women Hairdresser Home Salon Barber Haircut Kit (Black)", "asin": "B087JT935T", "price": "$16.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors and Thinning Scissors Kit,6.5 inch Professional Salon Haircut Scissors Kit,Barber Hairdressing Shears Set,Hair Cutting Shears Texturizing Shears (Silver) (Silver)", "asin": "B0DGXFKNBB", "price": "$7.99", "delivery": "FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15"},
{"title": "Tycon Hair Cutting Scissors Professional 6\" \u2013 Japanese Stainless Steel, 2.7\" Razor Edge Blade Barber Scissors \u2013 Ergonomic design - Precision Hair Scissors for Smooth Cutting - Salon & Personal Use", "asin": "B09BBMVFMK", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Scissors, 6.5 inch Professional Hair Cutting Scissors for Women Men Adults - Barber Scissors Hair Shears - Super Sharp Haircut Scissors - Tijeras De Peluqueria Profesional", "asin": "B0CT612MJ6", "price": "$7.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Kit, Hair Scissors Professional Haircut Scissors with Stainless Steel Hair Shears, Thinning Shears, Haircut Accessories in Leather Case for Salon/Home- 10PCS Gold Black", "asin": "B0CN6T1FGB", "price": "$15.49", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Thinning Shears, Hair Cutting Scissors (6.7 Inches) with Fine Adjustable Tension Screw and 1 Piece Wipe Cloth", "asin": "B087929PCR", "price": "$5.90", "delivery": "FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15 Only 2 left in stock - order soon."},
{"title": "Scissors Hairdressing Hair Cutting Scissors Kit Tool Barber Salon Hairdressing Shears Scissors for Men Women Pet Cutting Thinning Trimming", "asin": "B0D5B7XWNG", "price": "$3.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Scissors - SUS 440C Hair Scissors Barber Shears, Profesional Cutting Shears for Hair Cutting (S2, 5.5 '' Hair Cutting Scissors)", "asin": "B0D45XNZYN", "price": "$42.00", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Professional Hair Cutting Shears,6 Inch Hairdressing Shears Barber Hair Scissors Edge Razor Sharp Blades Haircut Scissors for Men Women Kids Japan 440c Stainless Steel", "asin": "B0D7ZYCZG7", "price": "$8.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "HIGH-END Professional Hair Cutting Scissors Shears - Ultra Sharp Blades for Precise Cutting - Barber Shears Haircut Scissors 440C Stainless Steel for Salon Hairstyling & Home Hairdressing", "asin": "B0C2V9KYC8", "price": "$36.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Haircut Scissors - Professional Hair Stylist Kit with Comb Set for Men & Women", "asin": "B0BWJHZW1R", "price": "$4.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Equinox Professional Hair Scissors Set - Includes Barber Scissors & Thinning Shears for Hair Cutting & Grooming, Premium Japanese Stainless Steel Hair Cutting Scissors, Barber Accessories & Hair Tools", "asin": "B00KVYW1HA", "price": "$30.29", "delivery": "FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15"},
{"title": "Hair Cutting Scissors Kits,11Pcs Professional Haircut Scissors Kit with Comb,Clips,Cape,New Craftsmanship Stainless Steel Hairdressing Thinning Shears Set for Barber,Salon,Home,Men,Women", "asin": "B08N9VFQ76", "price": "$19.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Kit, Fcysy Professional Barber Shears Set with Hair Scissors Thinning Shears, Tijeras para Cortar Cabello Haircutting Sheers Hair Cut Blending Salon Scissor for Men Women Pet", "asin": "B09NXDMR7K", "price": "$16.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Scissors for all Hair Types, 5.5 inch, with Presentation Case & Tip Protector. Suitable for Hairdressers, Barbers, Professionals, Personal Use and for Beard or Moustache Trimming", "asin": "B007ZKE1M6", "price": "$21.00", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Left Handed Hair Cutting Scissors Hair Shears, Professional 6\u201d Left Hand Barber Haircut Salon Scissors, Sharp Lefty Hand Hairdressing Shears Haircutting Scissors for Cutting Hair for Women Men", "asin": "B0DB24W9G4", "price": "$19.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Barber Scissors, Professional 6.6 inches Stainless Steel Hair Cutting Scissors, Extra Sharp Hair Cutting Scissors For Men/Women with free leather case.", "asin": "B088PMMGQS", "price": "$10.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors for Professionals, Barbers - Hair Shears for Cutting, Trimming, Grooming, Precision - Extremely Sharp Razor Edge - Made With 6.5\" Japanese Stainless Steel for Men, Women.", "asin": "B09HCQ5R8B", "price": "$14.90", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Scissors,Barber hair Cutting Shears Sharp Blades Haircut tool For Women,gril,kids 440c Stainless Steel Pink color-6.5 Inch length (Pink)", "asin": "B0DK21Z8M6", "price": "$6.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "High-end Professional Extremely Very Sharp Barber Hair Cutting Scissors Hairdresser Shears For Hair 6.5 Inch Haircut Scissor Made Of Stainless Steel Alloy For Hairdressing Salon and Home Use", "asin": "B0892JTF3G", "price": "$36.87", "delivery": "FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15"},
{"title": "GMI-TWEEZERS\u2122-Hair Cutting Scissors for Professionals, and Home Use -Professional Barber Scissors-Hair Scissors for Men and Women-Thinning Shears for Hair Cutting Set-Pack of 2 (Black)", "asin": "B0B51YWX6M", "price": "$13.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Scissors with Luxury 18K Rose Gold Finish 6.5\" Barber Scissors 440C Japanese Stainless Steel Hand-Honed Razor Sharp Blades Offset Handles Tension Adjustable, Right-Handed", "asin": "B0DJHT1NTL", "price": "$69.99", "delivery": "FREE delivery May 3 - Jun 6 Or fastest delivery May 3 - Jun 4"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T20:56:53.698Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T20:56:53.698Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T20:56:53.698Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1294,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T20:56:29.975Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors\"}\n{\"timestamp\": \"2025-04-11T20:56:47.908Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:48.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:56:53.291Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors set ayuliky\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair cutting scissors set ayuliky\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Professional Barber Hair Scissors for Hair Cutting Premium 6. Inch High Carbon Stainless Steel, Razor Edge Blades, Fine Adjustment for Salons, Barbers, Men, Women, Kids, and Pets by METALICC BEAUTY\", \"asin\": \"B0DNB2ZQ2L\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors Professional,Undergoes Rigorous 238-Step Process,Professional Hair Scissors For Women & Men,440C Steel,6 IN,1 Pack\", \"asin\": \"B0DPJ8195Z\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Fagaci Professional Hair Cutting Scissors 6\\u201d Super Sharp Thin Blades, 440C Steel for Maximum Precision, Lightweight Hair Shears for Women & Men\\n6 inch\", \"asin\": \"B0DHYH5DTD\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Barber Scissors 6\\\" Hair Shears with Japanese Steel - 60HRC Hardness with Cobalt Alloy Anti-Fatigue Design for Salon & Home Use (6'' Professional Hair Shears)\", \"asin\": \"B0DTKC658X\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Fagaci Hair Scissors Professional 5.5\\u201d 440C Steel for Superior Precision, Extremely Sharp Blades Hair Cutting Scissors for Women & Men, Durable Sharpness Hair Shears for Hair Cutting, Barber Scissors\\n5.5 inch\", \"asin\": \"B0DHYGFQ1R\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Hair Cutting Scissors - SUS 440C & Cobalt Stainless Steel Barber Shears Fine Adjustment Tension Premium Shears for Hair Cutting (Hair Cutting Scissors S5, 5.5 Inches)\", \"asin\": \"B0DK2Y9X66\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Fagaci Professional Hair Cutting Scissors 6\\u201d Super Sharp Thin Blades, 440C Steel for Maximum Precision, Lightweight Hair Shears for Women & Men\\n6 inch\", \"asin\": \"B0DHYH5DTD\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"5.5\\\" Barber scissors Hair scissors Professional Hair Shears Cutting Shears 440C Hair Cutting Scissors Barber Shears Haircut Scissors Silvery Convex Blades KINSARO\", \"asin\": \"B0744ZWHTK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Thinning Scissors Sora 6.5\\\" Japanese 28-Teeth 440c Razor Edge Professional Thinning Shears for Hair Cutting Hair Thinning Shears Barber Supplies & Barber Scissors\", \"asin\": \"B0DM162CSP\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch\", \"asin\": \"B07B3VX5DL\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Barber Scissors 6\\\" Hair Shears with Japanese Steel - 60HRC Hardness with Cobalt Alloy Anti-Fatigue Design for Salon & Home Use (5.5'' Professional Hair Shears)\", \"asin\": \"B0DTKB8XGV\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Ontaki 5.5\\\" Beard & Hair Trimming Scissors - Professional Japanese Steel Hand-Forged Barber Shears for Mustache, Bangs, Men, Pets (Gold & Black) - Hair Scissors\", \"asin\": \"B088CXQNTD\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Fagaci Professional Hair Scissors 6\\u201d Extremely Sharp Blades, Fine Cutting Blades, Hair Cutting Scissors Professional, Hair Shears, Barber Scissors Set for Men and Women, Haircut Scissors Hair Kit.\\\" Rated 4.5 out of 5 stars by 3506 reviews. Eligible for Prime.\", \"asin\": \"B07TJ69HW7\"},\n{\"title\": \"Go to detail page for \\\"Professional Hair Scissors 6 Inch Swivel with Extremely Sharp Blades, 440C Steel Hair Cutting Scissors, Durable, Smooth Motion & Fine Cut, Barber Scissors with Elegant Sheath, Cleaning Leather & Key.\\\" Rated 4.5 out of 5 stars by 3506 reviews. Eligible for Prime.\", \"asin\": \"B099RN9G9F\"},\n{\"title\": \"Go to detail page for \\\"Professional Hair Scissors 7 Inch with Extremely Sharp Blades, 440C Steel Hair Cutting Scissors, Durable, Smooth Motion & Fine Cut, Barber Scissors with Elegant Sheath, Cleaning Leather & Key.\\\" Rated 4.5 out of 5 stars by 3506 reviews. Eligible for Prime.\", \"asin\": \"B08ZJRM14T\"}],\n\"search_results\": [{\"title\": \"Professional Barber Hair Scissors for Hair Cutting Premium 6. Inch High Carbon Stainless Steel, Razor Edge Blades, Fine Adjustment for Salons, Barbers, Men, Women, Kids, and Pets by METALICC BEAUTY\", \"asin\": \"B0DNB2ZQ2L\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors - Stylonik Premium Hair Scissors For Women,Men,Salon & Barber Scissors Stainless Steel Razor Edge Hair Scissors 7 inch Hair Shears with Adjustable Tension Screw\", \"asin\": \"B0CQ3QN9KJ\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Professional,Undergoes Rigorous 238-Step Process,Professional Hair Scissors For Women & Men,440C Steel,6 IN,1 Pack\", \"asin\": \"B0DPJ8195Z\", \"price\": \"$69.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"5.5\\\" Barber scissors Hair scissors Professional Hair Shears Cutting Shears 440C Hair Cutting Scissors Barber Shears Haircut Scissors Silvery Convex Blades KINSARO\", \"asin\": \"B0744ZWHTK\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Hair Cutting Scissors Shears kit,Professional Edge Sharp Hair Scissors set,Barber Hairdressing Scissors Texturizing Thinning shears,Haircuting Styling Scissor kit Japanese Stainless Steel 6.5 Inch\", \"asin\": \"B0DFCB8YD9\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults\", \"asin\": \"B0CZDFXDPQ\", \"price\": \"$12.89\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Set, Professional Stainless Cutting Hair Scissors, Barber Hair Cutting Scissors Thinning Shears Sharp Blades Hairdresser Haircut for Women/Men/kids, LFJ1234\", \"asin\": \"B0CP3WR6H2\", \"price\": \"$5.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)\", \"asin\": \"B07PSKCMZV\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Stainless Steel Hair Cutting Scissors 6.5 Inch Hairdressing Razor Shears Professional Salon Barber Haircut Scissors, One Comb Included, Home Use for Man Woman Adults Kids Babies\", \"asin\": \"B081679Z65\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors, ULG Professional Hair Scissors 6.5 inch Right-Hand Razor Edge Barber Shears Salon Hair Cutting Shears Made of Japanese Stainless Steel, Hand Sharpened Blue\", \"asin\": \"B071CWXLY5\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors 6.5 inch,Right-Hand Razor Edge Barber Shears Hairdressing Scissors -Japanese Stainless Steel Silver, Men Women Kids Babies and Adult\", \"asin\": \"B0DW5349SK\", \"price\": \"$19.50\", \"delivery\": \"FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15 Only 13 left in stock - order soon.\"},\n{\"title\": \"Hair Scissors Professional 5.5\\u201d 440C Steel for Superior Precision, Extremely Sharp Blades Hair Cutting Scissors for Women & Men, Durable Sharpness Hair Shears for Hair Cutting, Barber Scissors\", \"asin\": \"B0DHYGFQ1R\", \"price\": \"$69.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"7 Inch Professional Hair Cutting Scissors - Convex Blade - Japanese 440C Stainless Steel - For Wet or Dry Cutting - Saki Shears Musashi For Hairdressers and Barbers (7 Inches)\", \"asin\": \"B0DK663DS8\", \"price\": \"$79.90\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 Only 20 left in stock - order soon.\"},\n{\"title\": \"Professional Hair Cutting Scissors 6\\u201d Super Sharp Thin Blades, 440C Steel for Maximum Precision, Lightweight Hair Shears for Women & Men\", \"asin\": \"B0DHYH5DTD\", \"price\": \"$69.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Professional Barber Scissors 6\\\" Hair Shears with Japanese Steel - 60HRC Hardness with Cobalt Alloy Anti-Fatigue Design for Salon & Home Use (6'' Professional Hair Shears)\", \"asin\": \"B0DTKC658X\", \"price\": \"$69.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Fac\\u00f3n Professional Razor Edge Barber Hair Cutting Scissors - Japanese Stainless Steel - 6.5\\\" Length - Fine Adjustment Tension Screw - Salon Quality Premium Shears (The Bravo)\", \"asin\": \"B08LPGPR43\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"\\\"The Cut Factory- 6.5\\u201d Professional Hair Scissors - High Carbon 420 Stainless Steel Hair Cutting Scissors, Ultra-Sharp Barber Shears for Salon & Home - Ergonomic for Men, Women, Kids & Babies\\\"\", \"asin\": \"B0BVWQ1CDY\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Equinox Professional Razor Edge Series Barber Hair Cutting Scissors - Japanese Stainless Steel Salon Scissors - 6.5\\u201d Overall Length - Fine Adjustment Tension Screw - Premium Shears for Hair Cutting\", \"asin\": \"B00KVYBY8M\", \"price\": \"$15.07\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Stainless Steel Hair Cutting Scissors Thinning Shears 6.5 Inch Professional Salon Barber Haircut Scissors Family Use for Man Woman Adults Kids\", \"asin\": \"B07SR1TGXX\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home\", \"asin\": \"B07PDKQPFF\", \"price\": \"$17.19\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Equinox Professional Hair Scissors Set - Premium Barber Kit, Includes Hair Cutting Scissors, Thinning Shears, Straight Razor, Basic Comb, Cleaning Cloth, Oil & Sandpaper - Hair Salon & Barber Supplies\", \"asin\": \"B0CBKV8Z3H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 19 - 24 on $35 of items shipped by Amazon Or fastest delivery Apr 19 - 23\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch\", \"asin\": \"B07B3VX5DL\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"6\\\" Texturizing Hair Scissors, 23 Teeth Hair Texture Shears Professional Blending Hair Thinning Scissor for Barber, Hairdresser, Stylist, Women and Men, Japanese 440C Stainless Steel\", \"asin\": \"B088WHWCH8\", \"price\": \"$27.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"5.5\\\" Professional Hair Shears Set Includes Cutting Scissors and Thinning Shears - VG10 Japanese Stainless Steel - Sharp, Ergonomic, Lightweight - Shihan Shears Red Moon (Hair Shears Set)\", \"asin\": \"B0CGVZZNVG\", \"price\": \"$240.00\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 Only 6 left in stock - order soon.\"},\n{\"title\": \"Professional Hair Cutting Scissors - SUS 440C & Cobalt Stainless Steel Barber Shears Fine Adjustment Tension Premium Shears for Hair Cutting (Hair Cutting Scissors S5, 5.5 Inches)\", \"asin\": \"B0DK2Y9X66\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Hair Cutting Scissors Shears Kit, 6.7\\u201d Barber Scissors,Professional Haircut Kit,Stainless Steel Hairdressing Thinning Scissors Shears for Barber,Salon,Women,Home,Men\", \"asin\": \"B0DP2Z9V15\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Kits, 10 Pcs Stainless Steel Hairdressing Shears Set Professional Thinning Scissors For Barber/Salon/Home/Men/Women/Kids/Adults Shear Sets\", \"asin\": \"B087C6MYLP\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Scissors 6.5 Inch - Premium High Carbon Stainless Steel Barber Salon Hair Shears for Haircut Scissors - Ergonomic Design Super-Sharp Hair cutting Scissors Blades\", \"asin\": \"B0CZTVB5G2\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting and Hairdressing Scissors 6.5 Inch, Premium Stainless Steel Shears with Smooth Razor and Sharp Edge Blades for Salons, Men, Women and Kids, Silver\", \"asin\": \"B01C9E7MA0\", \"price\": \"$6.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Shears,6 Inch Barber hair Cutting Scissors Sharp Blades Hairdresser Haircut For Women/Men/kids 420c Stainless Steel (Rainbow)\", \"asin\": \"B07XP6HHCL\", \"price\": \"$8.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Scissors - 6.25\\\" Arc Hair Cutting Scissors 440C Japanese Steel, Featuring Long-Lasting Sharpness(Hair Cutting & Thinning Scissors)\", \"asin\": \"B0DSQ419PD\", \"price\": \"$89.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Hair Cutting Scissors,6.5 Inch Professional Stainless Steel Barber Haircut Shears Razor,Sharp Blades,One Comb Included, For Salon Home Men Women Adults Kids Pet (Black)\", \"asin\": \"B0DFVJQ3LX\", \"price\": \"$4.19\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears- Fcysy Professional Barber Sharp Hair Scissors Hairdressing Shears Kit with Haircut Accessories in Leather Case for Cutting Styling Hair for Women Men Pet- 7 Pcs\", \"asin\": \"B07VFRQ36N\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Stainless Hair Shear/Scissor 5 1/2\\\" #5004\", \"asin\": \"B005JVFXFC\", \"price\": \"$3.50\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Kit, Aethland Professional Barber Hairdressing Scissors Set (Trimming Shaping Grooming Thinning Shears) for Men Women Pets Home Salon Barber Haircut, 6.5\\\" Japanese 9CR SS\", \"asin\": \"B08MPVF9J1\", \"price\": \"$21.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Shears kit,Professional Edge Sharp Hair Scissors set,Barber Hairdressing Scissors Texturizing Thinning shears,Haircuting Styling Scissor kit Japanese Stainless Steel 6.5 Inch\", \"asin\": \"B0DFCB8YD9\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors, 6.5\\\" Stainless Steel Barber Haircut Shears for Men/Woman, Professional Trimming Scissors Kit for Salon and Home Use, Sharp Edge for Precise Cutting\", \"asin\": \"B0DP1ZBC8J\", \"price\": \"$4.28\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Thu, Apr 17 on $35 of items shipped by Amazon\"},\n{\"title\": \"15 pcs Hair Cutting Scissors Professional, Thinning Shears for Hair Cutting, Stainless Steel Barber Scissors, Lengnoyp Haircut Scissors Hair Cutting Kit for Women, Men\", \"asin\": \"B0DRFQSQ4C\", \"price\": \"$6.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch\", \"asin\": \"B07B3VX5DL\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Thinning Scissors ULG Professional Barber\\u2019s Texturizing Teeth Shears for Hairdressing, Salon and Home Use Thinning Shears for Hair Cutting, Made of Japanese Stainless Steel, 6.5 inch\", \"asin\": \"B0722K651D\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Shears Set,6 Inch Barber Hair Cutting Scissors Kit,Hairdressing Thinning Shears for Hair Cutting,Sharp Blades Haircut Scissors Kit for Women/Men/Kids (Rainbow)\", \"asin\": \"B08PL2ZMLZ\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scissors for Barber, Salon, and Home Use\", \"asin\": \"B0DQVJ21WT\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Shears Kit, Professional Hairdressing Scissors Set (Hair Beard Trimming Shaping Grooming Thinning Shears) for Men Women Hairdresser Home Salon Barber Haircut Kit (Black)\", \"asin\": \"B087JT935T\", \"price\": \"$16.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors and Thinning Scissors Kit,6.5 inch Professional Salon Haircut Scissors Kit,Barber Hairdressing Shears Set,Hair Cutting Shears Texturizing Shears (Silver) (Silver)\", \"asin\": \"B0DGXFKNBB\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Tycon Hair Cutting Scissors Professional 6\\\" \\u2013 Japanese Stainless Steel, 2.7\\\" Razor Edge Blade Barber Scissors \\u2013 Ergonomic design - Precision Hair Scissors for Smooth Cutting - Salon & Personal Use\", \"asin\": \"B09BBMVFMK\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Scissors, 6.5 inch Professional Hair Cutting Scissors for Women Men Adults - Barber Scissors Hair Shears - Super Sharp Haircut Scissors - Tijeras De Peluqueria Profesional\", \"asin\": \"B0CT612MJ6\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Kit, Hair Scissors Professional Haircut Scissors with Stainless Steel Hair Shears, Thinning Shears, Haircut Accessories in Leather Case for Salon/Home- 10PCS Gold Black\", \"asin\": \"B0CN6T1FGB\", \"price\": \"$15.49\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Thinning Shears, Hair Cutting Scissors (6.7 Inches) with Fine Adjustable Tension Screw and 1 Piece Wipe Cloth\", \"asin\": \"B087929PCR\", \"price\": \"$5.90\", \"delivery\": \"FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15 Only 2 left in stock - order soon.\"},\n{\"title\": \"Scissors Hairdressing Hair Cutting Scissors Kit Tool Barber Salon Hairdressing Shears Scissors for Men Women Pet Cutting Thinning Trimming\", \"asin\": \"B0D5B7XWNG\", \"price\": \"$3.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors - SUS 440C Hair Scissors Barber Shears, Profesional Cutting Shears for Hair Cutting (S2, 5.5 '' Hair Cutting Scissors)\", \"asin\": \"B0D45XNZYN\", \"price\": \"$42.00\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Professional Hair Cutting Shears,6 Inch Hairdressing Shears Barber Hair Scissors Edge Razor Sharp Blades Haircut Scissors for Men Women Kids Japan 440c Stainless Steel\", \"asin\": \"B0D7ZYCZG7\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"HIGH-END Professional Hair Cutting Scissors Shears - Ultra Sharp Blades for Precise Cutting - Barber Shears Haircut Scissors 440C Stainless Steel for Salon Hairstyling & Home Hairdressing\", \"asin\": \"B0C2V9KYC8\", \"price\": \"$36.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Haircut Scissors - Professional Hair Stylist Kit with Comb Set for Men & Women\", \"asin\": \"B0BWJHZW1R\", \"price\": \"$4.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Equinox Professional Hair Scissors Set - Includes Barber Scissors & Thinning Shears for Hair Cutting & Grooming, Premium Japanese Stainless Steel Hair Cutting Scissors, Barber Accessories & Hair Tools\", \"asin\": \"B00KVYW1HA\", \"price\": \"$30.29\", \"delivery\": \"FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Hair Cutting Scissors Kits,11Pcs Professional Haircut Scissors Kit with Comb,Clips,Cape,New Craftsmanship Stainless Steel Hairdressing Thinning Shears Set for Barber,Salon,Home,Men,Women\", \"asin\": \"B08N9VFQ76\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Kit, Fcysy Professional Barber Shears Set with Hair Scissors Thinning Shears, Tijeras para Cortar Cabello Haircutting Sheers Hair Cut Blending Salon Scissor for Men Women Pet\", \"asin\": \"B09NXDMR7K\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Scissors for all Hair Types, 5.5 inch, with Presentation Case & Tip Protector. Suitable for Hairdressers, Barbers, Professionals, Personal Use and for Beard or Moustache Trimming\", \"asin\": \"B007ZKE1M6\", \"price\": \"$21.00\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Left Handed Hair Cutting Scissors Hair Shears, Professional 6\\u201d Left Hand Barber Haircut Salon Scissors, Sharp Lefty Hand Hairdressing Shears Haircutting Scissors for Cutting Hair for Women Men\", \"asin\": \"B0DB24W9G4\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Barber Scissors, Professional 6.6 inches Stainless Steel Hair Cutting Scissors, Extra Sharp Hair Cutting Scissors For Men/Women with free leather case.\", \"asin\": \"B088PMMGQS\", \"price\": \"$10.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors for Professionals, Barbers - Hair Shears for Cutting, Trimming, Grooming, Precision - Extremely Sharp Razor Edge - Made With 6.5\\\" Japanese Stainless Steel for Men, Women.\", \"asin\": \"B09HCQ5R8B\", \"price\": \"$14.90\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors,Barber hair Cutting Shears Sharp Blades Haircut tool For Women,gril,kids 440c Stainless Steel Pink color-6.5 Inch length (Pink)\", \"asin\": \"B0DK21Z8M6\", \"price\": \"$6.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"High-end Professional Extremely Very Sharp Barber Hair Cutting Scissors Hairdresser Shears For Hair 6.5 Inch Haircut Scissor Made Of Stainless Steel Alloy For Hairdressing Salon and Home Use\", \"asin\": \"B0892JTF3G\", \"price\": \"$36.87\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"GMI-TWEEZERS\\u2122-Hair Cutting Scissors for Professionals, and Home Use -Professional Barber Scissors-Hair Scissors for Men and Women-Thinning Shears for Hair Cutting Set-Pack of 2 (Black)\", \"asin\": \"B0B51YWX6M\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors with Luxury 18K Rose Gold Finish 6.5\\\" Barber Scissors 440C Japanese Stainless Steel Hand-Honed Razor Sharp Blades Offset Handles Tension Adjustable, Right-Handed\", \"asin\": \"B0DJHT1NTL\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery May 3 - Jun 6 Or fastest delivery May 3 - Jun 4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:56:53.698Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", 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10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Shears Set,6 Inch Barber Hair Cutting Scissors Kit,Hairdressing Thinning Shears for Hair Cutting,Sharp Blades Haircut Scissors Kit for Women/Men/Kids (Rainbow)\", \"asin\": \"B08PL2ZMLZ\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Shears kit,Professional Edge Sharp Hair Scissors set,Barber Hairdressing Scissors Texturizing Thinning shears,Haircuting Styling Scissor kit Japanese Stainless Steel 6.5 Inch\", \"asin\": \"B0DFCB8YD9\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"JW Professional Hair Cutting Scissors & Thinning Shear Set with Comb Set - Razor Edge Series\", \"asin\": \"B086Q9FPKX\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Wed, Apr 23 Or fastest delivery Wed, Apr 16\"},\n{\"title\": \"Professional Scissors - 6.25\\\" Arc Hair Cutting Scissors 440C Japanese Steel, Featuring Long-Lasting Sharpness(Hair Cutting & Thinning Scissors)\", \"asin\": \"B0DSQ419PD\", \"price\": \"$89.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"5.5 inch Hair Cutting Scissors Set with Razor, Leather Scissors Case, Barber Hair Cutting Shears Hair Thinning/Texturizing Shears for Professional Hairdresser or Home Use (Black)\", \"asin\": \"B07NWV7Q7W\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Kashi Professional Engraved Handle Hair Cutting 6\\\" and Thinning Shears 6.5\\\" Set Japanese Cobalt Steel\", \"asin\": \"B08FCSVGQZ\", \"price\": \"$350.00\", \"delivery\": \"FREE delivery Apr 18 - 24 Or fastest delivery Mon, Apr 21 Only 8 left in stock - order soon.\"},\n{\"title\": \"Hair Thinning Scissors Sora 6.5\\\" Japanese 28-Teeth 440c Razor Edge Professional Thinning Shears for Hair Cutting Hair Thinning Shears Barber Supplies & Barber Scissors\", \"asin\": \"B0DM162CSP\", \"price\": \"$24.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"15 pcs Hair Cutting Scissors Professional, Thinning Shears for Hair Cutting, Stainless Steel Barber Scissors, Lengnoyp Haircut Scissors Hair Cutting Kit for Women, Men\", \"asin\": \"B0DRFQSQ4C\", \"price\": \"$6.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scissors for Barber, Salon, and Home Use\", \"asin\": \"B0DQVJ21WT\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch\", \"asin\": \"B07B3VX5DL\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 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6.7inch Shear, Thinning Scissor, Comb - Barber Kit for Women/Men/Kids\", \"asin\": \"B0DCTGFVPP\", \"price\": \"$4.98\", \"delivery\": \"FREE delivery Apr 17 - 23 on $35 of items shipped by Amazon Or fastest delivery Apr 17 - 20\"},\n{\"title\": \"Professional Hair Cutting Scissors Sets Stainless Steel Barber Hairdressing Scissors Multifunctional Salon Thinning Scissors Straight Shears Tools Gifts for Mom Dad and Friends (Black)\", \"asin\": \"B0BB6D5LLH\", \"price\": \"$35.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Professional Hair Scissors 6\\u201d Extremely Sharp Blades, Fine Cutting Blades, Hair Cutting Scissors Professional, Hair Shears, Barber Scissors Set for Men and Women, Haircut Scissors Hair Kit\", \"asin\": \"B07TJ69HW7\", \"price\": \"$69.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Ronin Hair Cutting Shears Set by Tokko Katana, Professional Scissor Kit, 6.5\\\" Sharp Stainless Steel Regular & Thinning Haircut, Grooming Scissors for Barber, Hairdresser, Salon Professional, & DIY\", \"asin\": \"B0CQJGZPN3\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Professional Hair Cutting Scissors Shears Barber Thinning Set Kit- Family Hair Cutting,Barber Hair Cutting Tool Thinning texturizing/Pink 6\\\"\", \"asin\": \"B07372YD2V\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Set 2-Pack Haircut Shears and Hair Thinning Scissors Ergonomic Handle Lightweight Hairdressing Shears for Home and Salon Use, Matte Black\", \"asin\": \"B0DKHC3L7Q\", \"price\": \"$49.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 Only 4 left in stock - order soon.\"},\n{\"title\": \"11Pcs Professional Hair Scissors Set,Stainless Steel Barber Supplies Including Straight Shears, Thinning Shears, and Hair Thinning Knife Multifunctional Salon Tools and Gifts for Friends and Family\", \"asin\": \"B0BKGDPVGC\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Hair Cutting Scissors Kit, Stainless Steel Hair Scissors Professional Haircut Scissors Set with Hair Scissors, Thinning Scissors, Haircut Accessories in Leather Case for Men/Women-10PCS Blue\", \"asin\": \"B0CN361S9B\", \"price\": \"$15.39\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Shears Set,6 Inch Barber Hair Cutting Scissors Thinning Shears Sharp Blades Hairdresser Haircut for Women/Men/Kids 440c Stainless Steel (Black)\", \"asin\": \"B0CL5SFZ9D\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"6.0 inch Purple Hair Cutting Scissors Set with Razor, Leather Scissors Case, Barber Hair Cutting Shears Hair Thinning/Texturizing Shears for Professional Hairdresser or Home Use\", \"asin\": \"B07G5B44D2\", \"price\": \"$28.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Tycon Hair Cutting Scissors Professional 6\\\" \\u2013 Japanese Stainless Steel, 2.7\\\" Razor Edge Blade Barber Scissors \\u2013 Ergonomic design - Precision Hair Scissors for Smooth Cutting - Salon & Personal Use\", \"asin\": \"B09BBMVFMK\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit for Haircutting, Fcysy Professional Barber Scissors Hair Scissors Set, Black Haircut Scissor Blending Shears Straight Edge Razor Barber Supplies for Men Women\", \"asin\": \"B0BTYV4L84\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors - 9 PCS Haircut Scissors Set with 29-Tooth Thinning Shears and Straight Shears for Men Women Home Salon Barber (6.5\\\", Purple)\", \"asin\": \"B0DPV4TPNF\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Barber Shears Kit Tools - Hair Cutting Scissors Set for Hairdresser/Hair Salon + Thinning/Texture Hairdressing Haircut Shear for Beautician + Straight Razor + 10 Blades with Case\", \"asin\": \"B01N7S2X43\", \"price\": \"$27.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears and Comb Set, 2 Pack 6 inch Professional Stainless Steel Barber Scissors with Sharp Blades and 1 Pack Comb for Men Women Kids and Pets Hair - Black\", \"asin\": \"B0CMXBSC92\", \"price\": \"$4.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Black Gold Hairdressing Teeth Scissors Stainless Steel Barber Hair Cutting Sets Salon Multifunctional Thinning Straight Shears Tools for Mother Father's Gift\", \"asin\": \"B09YV65NWD\", \"price\": \"$31.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting & Thinning Scissors Set | Professional Stainless Steel Barber Shears | Hairdressing Scissors | Smooth & Sharp Edge Blades - for Men/Women (Fix Screw Scissors Set Silver)\", \"asin\": \"B0CVB2WMPB\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10 PCS Hair Cutting Scissors Kit Professiona Set Haircut Scissors with Thinning Scissors, Cutting Scissors, Comb, Cape, Clips, Leather Bag, Hairdressing Shears Set for Barber, Salon, Home\", \"asin\": \"B0CXSVHWT7\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Barber Scissors Kit - 10 Piece Set with Stainless Steel Scissors, Thinning Shears, Cape and Feather Razor\", \"asin\": \"B08F7Q932Y\", \"price\": \"$20.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Set - Professional 10 PCS Haircut Scissors kit, Thinning Blender Scissors, Straight Shears with 30 Teeth for Men Women Home Salon Barber (6.5\\\", Black)\", \"asin\": \"B0C55FDDH2\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Thinning Scissors Hair Cutting Scissors Kit, Fcysy Tijeras De Peluqueria Profesional Hair Trimming Scissors Haircut Scissors Blending Shears Set, Baber Shears Layering Scissors Hair Accessories\", \"asin\": \"B0D927688R\", \"price\": \"$26.99\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors, Thinning Shears Kit. Premium Stainless Steel Salon Scissors, Edge Scissor, Razor.for Hairdressing, Salon and Home\", \"asin\": \"B0DT6QZXY6\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Scissors 6\\u201d Extremely Sharp Blades, Fine Cutting Blades, Hair Cutting Scissors Professional, Hair Shears, Barber Scissors Set for Men and Women, Haircut Scissors Hair Kit\", \"asin\": \"B0B7C711HS\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:57:10.187Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T20:57:10.187Z
|
click_product
|
B0CZDFXDPQ
|
rule
|
train
| 1,295 |
2025-04-11T20:57:10.187Z
|
click_product
|
B0CZDFXDPQ
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T19:42:44.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:43:31.289Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T19:44:14.384Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T20:08:21.248Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:08:23.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T20:08:27.771Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T20:08:38.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T20:56:29.975Z", "action": "input", "action_argument": "hair cutting scissors"}
{"timestamp": "2025-04-11T20:56:47.908Z", "action": "input", "action_argument": "hair cutting scissors ayuliky"}
{"timestamp": "2025-04-11T20:56:48.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:56:53.291Z", "action": "input", "action_argument": "hair cutting scissors set ayuliky"}
{"timestamp": "2025-04-11T20:56:53.698Z", "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": "hair cutting scissors set ayuliky"}],
"cart_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"promotion_items": [{"title": "Professional Barber Hair Scissors for Hair Cutting Premium 6. Inch High Carbon Stainless Steel, Razor Edge Blades, Fine Adjustment for Salons, Barbers, Men, Women, Kids, and Pets by METALICC BEAUTY", "asin": "B0DNB2ZQ2L", "price": "$14.99", "quantity": ""},
{"title": "Hair Cutting Scissors Professional,Undergoes Rigorous 238-Step Process,Professional Hair Scissors For Women & Men,440C Steel,6 IN,1 Pack", "asin": "B0DPJ8195Z", "price": "$69.99", "quantity": ""},
{"title": "JW CRX Professional Hair Cutting Scissors & Thinning Shear Set with Comb Set - Razor Edge Series", "asin": "B086WRYMCX", "price": "$24.95", "quantity": ""},
{"title": "Professional Barber Scissors 6\" Hair Shears with Japanese Steel - 60HRC Hardness with Cobalt Alloy Anti-Fatigue Design for Salon & Home Use (6'' Professional Hair Shears)", "asin": "B0DTKC658X", "price": "$69.99", "quantity": ""},
{"title": "Purple Dragon 5.5 inch Hair Cutting Scissors Set with Razor, Leather Scissors Case, Barber Hair Cutting Shears Hair Thinning/Texturizing Shears for Professional Hairdresser or Home Use (Black)\n6 Piece Set", "asin": "B07NWV7Q7W", "price": "$29.99", "quantity": ""},
{"title": "Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch", "asin": "B07B3VX5DL", "price": "$29.99", "quantity": ""},
{"title": "5.5\" Barber scissors Hair scissors Professional Hair Shears Cutting Shears 440C Hair Cutting Scissors Barber Shears Haircut Scissors Silvery Convex Blades KINSARO", "asin": "B0744ZWHTK", "price": "$39.99", "quantity": ""},
{"title": "Professional Barber Scissors 6\" Hair Shears with Japanese Steel - 60HRC Hardness with Cobalt Alloy Anti-Fatigue Design for Salon & Home Use (5.5'' Professional Hair Shears)", "asin": "B0DTKB8XGV", "price": "$69.99", "quantity": ""},
{"title": "Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch", "asin": "B07B3VX5DL", "price": "$29.99", "quantity": ""},
{"title": "Hair Thinning Scissors Sora 6.5\" Japanese 28-Teeth 440c Razor Edge Professional Thinning Shears for Hair Cutting Hair Thinning Shears Barber Supplies & Barber Scissors", "asin": "B0DM162CSP", "price": "$24.99", "quantity": ""},
{"title": "JASON 6\" Texturizing Hair Scissors, 23 Teeth Hair Texture Shears Professional Blending Hair Thinning Scissor for Barber, Hairdresser, Stylist, Women and Men, Japanese 440C Stainless Steel\n6 Inch (Pack of 1)", "asin": "B088WHWCH8", "price": "$27.99", "quantity": ""},
{"title": "TPOB Slime 2 Barber Hair Clippers Trimmer Shaver Set for Men with Matte Green Case and X Fade Blade", "asin": "B0BXJL5MT3", "price": "$126.95", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"Fagaci Professional Hair Scissors 6\u201d Extremely Sharp Blades, Fine Cutting Blades, Hair Cutting Scissors Professional, Hair Shears, Barber Scissors Set for Men and Women, Haircut Scissors Hair Kit.\" Rated 4.5 out of 5 stars by 3506 reviews. Eligible for Prime.", "asin": "B07TJ69HW7"},
{"title": "Go to detail page for \"Professional Hair Scissors 6 Inch Swivel with Extremely Sharp Blades, 440C Steel Hair Cutting Scissors, Durable, Smooth Motion & Fine Cut, Barber Scissors with Elegant Sheath, Cleaning Leather & Key.\" Rated 4.5 out of 5 stars by 3506 reviews. Eligible for Prime.", "asin": "B099RN9G9F"},
{"title": "Go to detail page for \"Professional Hair Scissors 7 Inch with Extremely Sharp Blades, 440C Steel Hair Cutting Scissors, Durable, Smooth Motion & Fine Cut, Barber Scissors with Elegant Sheath, Cleaning Leather & Key.\" Rated 4.5 out of 5 stars by 3506 reviews. Eligible for Prime.", "asin": "B08ZJRM14T"}],
"search_results": [{"title": "Professional Barber Hair Scissors for Hair Cutting Premium 6. Inch High Carbon Stainless Steel, Razor Edge Blades, Fine Adjustment for Salons, Barbers, Men, Women, Kids, and Pets by METALICC BEAUTY", "asin": "B0DNB2ZQ2L", "price": "$14.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Professional,Undergoes Rigorous 238-Step Process,Professional Hair Scissors For Women & Men,440C Steel,6 IN,1 Pack", "asin": "B0DPJ8195Z", "price": "$69.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Equinox Professional Hair Scissors Set - Premium Barber Kit, Includes Hair Cutting Scissors, Thinning Shears, Straight Razor, Basic Comb, Cleaning Cloth, Oil & Sandpaper - Hair Salon & Barber Supplies", "asin": "B0CBKV8Z3H", "price": "$29.99", "delivery": "FREE delivery Apr 19 - 24 on $35 of items shipped by Amazon Or fastest delivery Apr 19 - 23"},
{"title": "Hair Cutting Scissors Kit, Hair Scissors Professional Haircut Scissors with Stainless Steel Hair Shears, Thinning Shears, Haircut Accessories in Leather Case for Salon/Home- 10PCS Gold Black", "asin": "B0CN6T1FGB", "price": "$15.49", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Shears kit,Professional Edge Sharp Hair Scissors set,Barber Hairdressing Scissors Texturizing Thinning shears,Haircuting Styling Scissor kit Japanese Stainless Steel 6.5 Inch", "asin": "B0DFCB8YD9", "price": "$7.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults", "asin": "B0CZDFXDPQ", "price": "$12.89", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Set, Professional Stainless Cutting Hair Scissors, Barber Hair Cutting Scissors Thinning Shears Sharp Blades Hairdresser Haircut for Women/Men/kids, LFJ1234", "asin": "B0CP3WR6H2", "price": "$5.74", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home", "asin": "B07PDKQPFF", "price": "$17.19", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Kits, 10 Pcs Stainless Steel Hairdressing Shears Set Professional Thinning Scissors For Barber/Salon/Home/Men/Women/Kids/Adults Shear Sets", "asin": "B087C6MYLP", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)", "asin": "B07PSKCMZV", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Scissors 6.5 inch,Right-Hand Razor Edge Barber Shears Hairdressing Scissors -Japanese Stainless Steel Silver, Men Women Kids Babies and Adult", "asin": "B0DW5349SK", "price": "$19.50", "delivery": "FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15 Only 13 left in stock - order soon."},
{"title": "Hair Cutting Scissors Kit,11 Pcs Professional Haircut Scissors Kit with Cutting Scissors,Thinning Scissors, Comb, Cape, Clips,for Barber Shop, Salon, Home", "asin": "B0DDKLW6FZ", "price": "$19.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "JW CRX Professional Hair Cutting Scissors & Thinning Shear Set with Comb Set - Razor Edge Series", "asin": "B086WRYMCX", "price": "$24.95", "delivery": "FREE delivery Wed, Apr 23 Or fastest delivery Wed, Apr 16"},
{"title": "Professional Barber Scissors 6\" Hair Shears with Japanese Steel - 60HRC Hardness with Cobalt Alloy Anti-Fatigue Design for Salon & Home Use (6'' Professional Hair Shears)", "asin": "B0DTKC658X", "price": "$69.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch", "asin": "B07B3VX5DL", "price": "$29.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Shears Kit, 6.7\u201d Barber Scissors,Professional Haircut Kit,Stainless Steel Hairdressing Thinning Scissors Shears for Barber,Salon,Women,Home,Men", "asin": "B0DP2Z9V15", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Thinning Shears Kit, Fcysy Hair Scissors Set Professional Haircut Scissors Kit, Barber Shears Tijeras De Peluqueria Profesional Barber Supplies Trimming Scissors for Men Women", "asin": "B0BL19816P", "price": "$8.49", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Shears Kit, Professional Hairdressing Scissors Set (Hair Beard Trimming Shaping Grooming Thinning Shears) for Men Women Hairdresser Home Salon Barber Haircut Kit (Black)", "asin": "B087JT935T", "price": "$16.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Shears Set,6 Inch Barber Hair Cutting Scissors Kit,Hairdressing Thinning Shears for Hair Cutting,Sharp Blades Haircut Scissors Kit for Women/Men/Kids (Rainbow)", "asin": "B08PL2ZMLZ", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Shears kit,Professional Edge Sharp Hair Scissors set,Barber Hairdressing Scissors Texturizing Thinning shears,Haircuting Styling Scissor kit Japanese Stainless Steel 6.5 Inch", "asin": "B0DFCB8YD9", "price": "$7.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "JW Professional Hair Cutting Scissors & Thinning Shear Set with Comb Set - Razor Edge Series", "asin": "B086Q9FPKX", "price": "$24.99", "delivery": "FREE delivery Wed, Apr 23 Or fastest delivery Wed, Apr 16"},
{"title": "Professional Scissors - 6.25\" Arc Hair Cutting Scissors 440C Japanese Steel, Featuring Long-Lasting Sharpness(Hair Cutting & Thinning Scissors)", "asin": "B0DSQ419PD", "price": "$89.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "5.5 inch Hair Cutting Scissors Set with Razor, Leather Scissors Case, Barber Hair Cutting Shears Hair Thinning/Texturizing Shears for Professional Hairdresser or Home Use (Black)", "asin": "B07NWV7Q7W", "price": "$29.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Kashi Professional Engraved Handle Hair Cutting 6\" and Thinning Shears 6.5\" Set Japanese Cobalt Steel", "asin": "B08FCSVGQZ", "price": "$350.00", "delivery": "FREE delivery Apr 18 - 24 Or fastest delivery Mon, Apr 21 Only 8 left in stock - order soon."},
{"title": "Hair Thinning Scissors Sora 6.5\" Japanese 28-Teeth 440c Razor Edge Professional Thinning Shears for Hair Cutting Hair Thinning Shears Barber Supplies & Barber Scissors", "asin": "B0DM162CSP", "price": "$24.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "15 pcs Hair Cutting Scissors Professional, Thinning Shears for Hair Cutting, Stainless Steel Barber Scissors, Lengnoyp Haircut Scissors Hair Cutting Kit for Women, Men", "asin": "B0DRFQSQ4C", "price": "$6.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scissors for Barber, Salon, and Home Use", "asin": "B0DQVJ21WT", "price": "$8.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Thinning Shears Kit ULG Professional Barber Hairdressing Texturizing Salon Razor Edge Scissor Japanese Stainless Steel 6.5 inch", "asin": "B07B3VX5DL", "price": "$29.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Stainless Steel Hair Cutting Scissors 6.5 Inch Hairdressing Razor Shears Professional Salon Barber Haircut Scissors, One Comb Included, Home Use for Man Woman Adults Kids Babies", "asin": "B081679Z65", "price": "$8.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Kit 11PCS, Hair Scissors Professional Haircut Scissors with Japanese Stainless Steel Hair Shears, Thinning Shears, Haircut Accessories in Leather Case for Salon/Home (Black)", "asin": "B0DBVYXYMM", "price": "$22.49", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "7 Inch Professional Hair Cutting Scissors - Convex Blade - Japanese 440C Stainless Steel - For Wet or Dry Cutting - Saki Shears Musashi For Hairdressers and Barbers (7 Inches)", "asin": "B0DK663DS8", "price": "$79.90", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 Only 20 left in stock - order soon."},
{"title": "12 PCS Hair Cutting Scissors Kits, Hairdressing Scissors Set,Professional Haircut Scissors Kit with Cutting Scissors,Thinning Scissors, Comb, Cape, Clips,for Barber Shop, Salon, Home", "asin": "B08ZD7QXB3", "price": "$15.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Kit, Aethland Professional Barber Hairdressing Scissors Set (Trimming Shaping Grooming Thinning Shears) for Men Women Pets Home Salon Barber Haircut, 6.5\" Japanese 9CR SS", "asin": "B08MPVF9J1", "price": "$21.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Kit, Fcysy Professional Barber Shears Set with Hair Scissors Thinning Shears, Tijeras para Cortar Cabello Haircutting Sheers Hair Cut Blending Salon Scissor for Men Women Pet", "asin": "B09NXDMR7K", "price": "$16.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Equinox Professional Hair Scissors Set - Includes Barber Scissors & Thinning Shears for Hair Cutting & Grooming, Premium Japanese Stainless Steel Hair Cutting Scissors, Barber Accessories & Hair Tools", "asin": "B00KVYW1HA", "price": "$30.29", "delivery": "FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15"},
{"title": "Hair Cutting Scissors Kits,11Pcs Professional Haircut Scissors Kit with Comb,Clips,Cape,New Craftsmanship Stainless Steel Hairdressing Thinning Shears Set for Barber,Salon,Home,Men,Women", "asin": "B08N9VFQ76", "price": "$19.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Kit,27PCS Professional Stainless-Steel Sharp Barber Professional Hairdressing Shears Set with 6.5 Inch Cutting Scissors,Thinning Shears for Man Woman Adults Kids Home Salon", "asin": "B0CZHPM6HX", "price": "$24.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "7.0 Inches Professional hair cutting thinning scissors set with razor (Black)", "asin": "B07JL88LY8", "price": "$28.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hairdressing Scissors Kit for Barber and Home Use", "asin": "B0CZZXBFMX", "price": "$4.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Scissors Thinning Shears for Hair Cutting, Fcysy Professional 11 Pcs Hair Cutting Tools Baber Scissors Blend Shears Straight Edge Razor, Hair Trimming kit Haircut Scissors Set Salon Supplies", "asin": "B0BTYZHZLW", "price": "$21.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "5.5 inch Hair Cutting Scissors Set with Razor, Leather Scissors Case, Barber Hair Cutting Shears Hair Thinning/Texturizing Shears for Professional Hairdresser or Home Use (Purple)", "asin": "B07NWV7H8N", "price": "$29.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Pink Stainless Steel Hair Cutting Shears Set - 6.7inch Shear, Thinning Scissor, Comb - Barber Kit for Women/Men/Kids", "asin": "B0DCTGFVPP", "price": "$4.98", "delivery": "FREE delivery Apr 17 - 23 on $35 of items shipped by Amazon Or fastest delivery Apr 17 - 20"},
{"title": "Professional Hair Cutting Scissors Sets Stainless Steel Barber Hairdressing Scissors Multifunctional Salon Thinning Scissors Straight Shears Tools Gifts for Mom Dad and Friends (Black)", "asin": "B0BB6D5LLH", "price": "$35.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Professional Hair Scissors 6\u201d Extremely Sharp Blades, Fine Cutting Blades, Hair Cutting Scissors Professional, Hair Shears, Barber Scissors Set for Men and Women, Haircut Scissors Hair Kit", "asin": "B07TJ69HW7", "price": "$69.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Ronin Hair Cutting Shears Set by Tokko Katana, Professional Scissor Kit, 6.5\" Sharp Stainless Steel Regular & Thinning Haircut, Grooming Scissors for Barber, Hairdresser, Salon Professional, & DIY", "asin": "B0CQJGZPN3", "price": "$39.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Professional Hair Cutting Scissors Shears Barber Thinning Set Kit- Family Hair Cutting,Barber Hair Cutting Tool Thinning texturizing/Pink 6\"", "asin": "B07372YD2V", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Set 2-Pack Haircut Shears and Hair Thinning Scissors Ergonomic Handle Lightweight Hairdressing Shears for Home and Salon Use, Matte Black", "asin": "B0DKHC3L7Q", "price": "$49.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 Only 4 left in stock - order soon."},
{"title": "11Pcs Professional Hair Scissors Set,Stainless Steel Barber Supplies Including Straight Shears, Thinning Shears, and Hair Thinning Knife Multifunctional Salon Tools and Gifts for Friends and Family", "asin": "B0BKGDPVGC", "price": "$26.99", "delivery": "FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15"},
{"title": "Hair Cutting Scissors Kit, Stainless Steel Hair Scissors Professional Haircut Scissors Set with Hair Scissors, Thinning Scissors, Haircut Accessories in Leather Case for Men/Women-10PCS Blue", "asin": "B0CN361S9B", "price": "$15.39", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Shears Set,6 Inch Barber Hair Cutting Scissors Thinning Shears Sharp Blades Hairdresser Haircut for Women/Men/Kids 440c Stainless Steel (Black)", "asin": "B0CL5SFZ9D", "price": "$12.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "6.0 inch Purple Hair Cutting Scissors Set with Razor, Leather Scissors Case, Barber Hair Cutting Shears Hair Thinning/Texturizing Shears for Professional Hairdresser or Home Use", "asin": "B07G5B44D2", "price": "$28.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Tycon Hair Cutting Scissors Professional 6\" \u2013 Japanese Stainless Steel, 2.7\" Razor Edge Blade Barber Scissors \u2013 Ergonomic design - Precision Hair Scissors for Smooth Cutting - Salon & Personal Use", "asin": "B09BBMVFMK", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Thinning Shears Kit for Haircutting, Fcysy Professional Barber Scissors Hair Scissors Set, Black Haircut Scissor Blending Shears Straight Edge Razor Barber Supplies for Men Women", "asin": "B0BTYV4L84", "price": "$29.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Cutting Scissors - 9 PCS Haircut Scissors Set with 29-Tooth Thinning Shears and Straight Shears for Men Women Home Salon Barber (6.5\", Purple)", "asin": "B0DPV4TPNF", "price": "$29.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Barber Shears Kit Tools - Hair Cutting Scissors Set for Hairdresser/Hair Salon + Thinning/Texture Hairdressing Haircut Shear for Beautician + Straight Razor + 10 Blades with Case", "asin": "B01N7S2X43", "price": "$27.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Thinning Shears and Comb Set, 2 Pack 6 inch Professional Stainless Steel Barber Scissors with Sharp Blades and 1 Pack Comb for Men Women Kids and Pets Hair - Black", "asin": "B0CMXBSC92", "price": "$4.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Black Gold Hairdressing Teeth Scissors Stainless Steel Barber Hair Cutting Sets Salon Multifunctional Thinning Straight Shears Tools for Mother Father's Gift", "asin": "B09YV65NWD", "price": "$31.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting & Thinning Scissors Set | Professional Stainless Steel Barber Shears | Hairdressing Scissors | Smooth & Sharp Edge Blades - for Men/Women (Fix Screw Scissors Set Silver)", "asin": "B0CVB2WMPB", "price": "$9.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "10 PCS Hair Cutting Scissors Kit Professiona Set Haircut Scissors with Thinning Scissors, Cutting Scissors, Comb, Cape, Clips, Leather Bag, Hairdressing Shears Set for Barber, Salon, Home", "asin": "B0CXSVHWT7", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Barber Scissors Kit - 10 Piece Set with Stainless Steel Scissors, Thinning Shears, Cape and Feather Razor", "asin": "B08F7Q932Y", "price": "$20.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors Set - Professional 10 PCS Haircut Scissors kit, Thinning Blender Scissors, Straight Shears with 30 Teeth for Men Women Home Salon Barber (6.5\", Black)", "asin": "B0C55FDDH2", "price": "$29.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Thinning Scissors Hair Cutting Scissors Kit, Fcysy Tijeras De Peluqueria Profesional Hair Trimming Scissors Haircut Scissors Blending Shears Set, Baber Shears Layering Scissors Hair Accessories", "asin": "B0D927688R", "price": "$26.99", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Hair Cutting Scissors, Thinning Shears Kit. Premium Stainless Steel Salon Scissors, Edge Scissor, Razor.for Hairdressing, Salon and Home", "asin": "B0DT6QZXY6", "price": "$7.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Professional Hair Scissors 6\u201d Extremely Sharp Blades, Fine Cutting Blades, Hair Cutting Scissors Professional, Hair Shears, Barber Scissors Set for Men and Women, Haircut Scissors Hair Kit", "asin": "B0B7C711HS", "price": "$39.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T20:57:10.187Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T20:57:10.187Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CZDFXDPQ\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T20:57:10.187Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CZDFXDPQ\",}</answer>",
"index": 1295,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": 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For Wet or Dry Cutting - Saki Shears Musashi For Hairdressers and Barbers (7 Inches)\", \"asin\": \"B0DK663DS8\", \"price\": \"$79.90\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 Only 20 left in stock - order soon.\"},\n{\"title\": \"12 PCS Hair Cutting Scissors Kits, Hairdressing Scissors Set,Professional Haircut Scissors Kit with Cutting Scissors,Thinning Scissors, Comb, Cape, Clips,for Barber Shop, Salon, Home\", \"asin\": \"B08ZD7QXB3\", \"price\": \"$15.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Kit, Aethland Professional Barber Hairdressing Scissors Set (Trimming Shaping Grooming Thinning Shears) for Men Women Pets Home Salon Barber Haircut, 6.5\\\" Japanese 9CR SS\", \"asin\": \"B08MPVF9J1\", \"price\": \"$21.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Kit, Fcysy Professional Barber Shears Set with Hair Scissors Thinning Shears, Tijeras para Cortar Cabello Haircutting Sheers Hair Cut Blending Salon Scissor for Men Women Pet\", \"asin\": \"B09NXDMR7K\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Equinox Professional Hair Scissors Set - Includes Barber Scissors & Thinning Shears for Hair Cutting & Grooming, Premium Japanese Stainless Steel Hair Cutting Scissors, Barber Accessories & Hair Tools\", \"asin\": \"B00KVYW1HA\", \"price\": \"$30.29\", \"delivery\": \"FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Hair Cutting Scissors Kits,11Pcs Professional Haircut Scissors Kit with Comb,Clips,Cape,New Craftsmanship Stainless Steel Hairdressing Thinning Shears Set for Barber,Salon,Home,Men,Women\", \"asin\": \"B08N9VFQ76\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Kit,27PCS Professional Stainless-Steel Sharp Barber Professional Hairdressing Shears Set with 6.5 Inch Cutting Scissors,Thinning Shears for Man Woman Adults Kids Home Salon\", \"asin\": \"B0CZHPM6HX\", \"price\": \"$24.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"7.0 Inches Professional hair cutting thinning scissors set with razor (Black)\", \"asin\": \"B07JL88LY8\", \"price\": \"$28.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hairdressing Scissors Kit for Barber and Home Use\", \"asin\": \"B0CZZXBFMX\", \"price\": \"$4.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Scissors Thinning Shears for Hair Cutting, Fcysy Professional 11 Pcs Hair Cutting Tools Baber Scissors Blend Shears Straight Edge Razor, Hair Trimming kit Haircut Scissors Set Salon Supplies\", \"asin\": \"B0BTYZHZLW\", \"price\": \"$21.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"5.5 inch Hair Cutting Scissors Set with Razor, Leather Scissors Case, Barber Hair Cutting Shears Hair Thinning/Texturizing Shears for Professional Hairdresser or Home Use (Purple)\", \"asin\": \"B07NWV7H8N\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Pink Stainless Steel Hair Cutting Shears Set - 6.7inch Shear, Thinning Scissor, Comb - Barber Kit for Women/Men/Kids\", \"asin\": \"B0DCTGFVPP\", \"price\": \"$4.98\", \"delivery\": \"FREE delivery Apr 17 - 23 on $35 of items shipped by Amazon Or fastest delivery Apr 17 - 20\"},\n{\"title\": \"Professional Hair Cutting Scissors Sets Stainless Steel Barber Hairdressing Scissors Multifunctional Salon Thinning Scissors Straight Shears Tools Gifts for Mom Dad and Friends (Black)\", \"asin\": \"B0BB6D5LLH\", \"price\": \"$35.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Professional Hair Scissors 6\\u201d Extremely Sharp Blades, Fine Cutting Blades, Hair Cutting Scissors Professional, Hair Shears, Barber Scissors Set for Men and Women, Haircut Scissors Hair Kit\", \"asin\": \"B07TJ69HW7\", \"price\": \"$69.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Ronin Hair Cutting Shears Set by Tokko Katana, Professional Scissor Kit, 6.5\\\" Sharp Stainless Steel Regular & Thinning Haircut, Grooming Scissors for Barber, Hairdresser, Salon Professional, & DIY\", \"asin\": \"B0CQJGZPN3\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Professional Hair Cutting Scissors Shears Barber Thinning Set Kit- Family Hair Cutting,Barber Hair Cutting Tool Thinning texturizing/Pink 6\\\"\", \"asin\": \"B07372YD2V\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Set 2-Pack Haircut Shears and Hair Thinning Scissors Ergonomic Handle Lightweight Hairdressing Shears for Home and Salon Use, Matte Black\", \"asin\": \"B0DKHC3L7Q\", \"price\": \"$49.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 Only 4 left in stock - order soon.\"},\n{\"title\": \"11Pcs Professional Hair Scissors Set,Stainless Steel Barber Supplies Including Straight Shears, Thinning Shears, and Hair Thinning Knife Multifunctional Salon Tools and Gifts for Friends and Family\", \"asin\": \"B0BKGDPVGC\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Hair Cutting Scissors Kit, Stainless Steel Hair Scissors Professional Haircut Scissors Set with Hair Scissors, Thinning Scissors, Haircut Accessories in Leather Case for Men/Women-10PCS Blue\", \"asin\": \"B0CN361S9B\", \"price\": \"$15.39\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Shears Set,6 Inch Barber Hair Cutting Scissors Thinning Shears Sharp Blades Hairdresser Haircut for Women/Men/Kids 440c Stainless Steel (Black)\", \"asin\": \"B0CL5SFZ9D\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"6.0 inch Purple Hair Cutting Scissors Set with Razor, Leather Scissors Case, Barber Hair Cutting Shears Hair Thinning/Texturizing Shears for Professional Hairdresser or Home Use\", \"asin\": \"B07G5B44D2\", \"price\": \"$28.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Tycon Hair Cutting Scissors Professional 6\\\" \\u2013 Japanese Stainless Steel, 2.7\\\" Razor Edge Blade Barber Scissors \\u2013 Ergonomic design - Precision Hair Scissors for Smooth Cutting - Salon & Personal Use\", \"asin\": \"B09BBMVFMK\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit for Haircutting, Fcysy Professional Barber Scissors Hair Scissors Set, Black Haircut Scissor Blending Shears Straight Edge Razor Barber Supplies for Men Women\", \"asin\": \"B0BTYV4L84\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Cutting Scissors - 9 PCS Haircut Scissors Set with 29-Tooth Thinning Shears and Straight Shears for Men Women Home Salon Barber (6.5\\\", Purple)\", \"asin\": \"B0DPV4TPNF\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Barber Shears Kit Tools - Hair Cutting Scissors Set for Hairdresser/Hair Salon + Thinning/Texture Hairdressing Haircut Shear for Beautician + Straight Razor + 10 Blades with Case\", \"asin\": \"B01N7S2X43\", \"price\": \"$27.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears and Comb Set, 2 Pack 6 inch Professional Stainless Steel Barber Scissors with Sharp Blades and 1 Pack Comb for Men Women Kids and Pets Hair - Black\", \"asin\": \"B0CMXBSC92\", \"price\": \"$4.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Black Gold Hairdressing Teeth Scissors Stainless Steel Barber Hair Cutting Sets Salon Multifunctional Thinning Straight Shears Tools for Mother Father's Gift\", \"asin\": \"B09YV65NWD\", \"price\": \"$31.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting & Thinning Scissors Set | Professional Stainless Steel Barber Shears | Hairdressing Scissors | Smooth & Sharp Edge Blades - for Men/Women (Fix Screw Scissors Set Silver)\", \"asin\": \"B0CVB2WMPB\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10 PCS Hair Cutting Scissors Kit Professiona Set Haircut Scissors with Thinning Scissors, Cutting Scissors, Comb, Cape, Clips, Leather Bag, Hairdressing Shears Set for Barber, Salon, Home\", \"asin\": \"B0CXSVHWT7\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Barber Scissors Kit - 10 Piece Set with Stainless Steel Scissors, Thinning Shears, Cape and Feather Razor\", \"asin\": \"B08F7Q932Y\", \"price\": \"$20.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors Set - Professional 10 PCS Haircut Scissors kit, Thinning Blender Scissors, Straight Shears with 30 Teeth for Men Women Home Salon Barber (6.5\\\", Black)\", \"asin\": \"B0C55FDDH2\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Thinning Scissors Hair Cutting Scissors Kit, Fcysy Tijeras De Peluqueria Profesional Hair Trimming Scissors Haircut Scissors Blending Shears Set, Baber Shears Layering Scissors Hair Accessories\", \"asin\": \"B0D927688R\", \"price\": \"$26.99\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hair Cutting Scissors, Thinning Shears Kit. Premium Stainless Steel Salon Scissors, Edge Scissor, Razor.for Hairdressing, Salon and Home\", \"asin\": \"B0DT6QZXY6\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Professional Hair Scissors 6\\u201d Extremely Sharp Blades, Fine Cutting Blades, Hair Cutting Scissors Professional, Hair Shears, Barber Scissors Set for Men and Women, Haircut Scissors Hair Kit\", \"asin\": \"B0B7C711HS\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:57:10.187Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T20:56:29.975Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors\"}\n{\"timestamp\": \"2025-04-11T20:56:47.908Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:48.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:56:53.291Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors set ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:53.698Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:57:10.187Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZDFXDPQ\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair cutting scissors set ayuliky\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CZDFXDPQ\"},\n{\"title\": \"Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults\"},\n{\"price\": \"$12.89\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)\", \"asin\": \"B07PSKCMZV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Equinox Professional Hair Scissors Set - Includes Barber Scissors & Thinning Shears for Hair Cutting & Grooming, Premium Japanese Stainless Steel Hair Cutting Scissors, Barber Accessories & Hair Tools\", \"asin\": \"B00KVYW1HA\", \"price\": \"$30.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors Kit, Fcysy Professional Barber Shears Set with Hair Scissors Thinning Shears, Tijeras para Cortar Cabello Haircutting Sheers Hair Cut Blending Salon Scissor for Men Women Pet\", \"asin\": \"B09NXDMR7K\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Sirabe 10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home\", \"asin\": \"B07PDKQPFF\", \"price\": \"$17.19\", \"quantity\": \"\"},\n{\"title\": \"15 pcs Hair Cutting Scissors Professional, Thinning Shears for Hair Cutting, Stainl...\", \"asin\": \"B0DRFQSQ4C\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scisso...\", \"asin\": \"B0DQVJ21WT\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Hair Scissors 6.5 Inch - Premium High Carbon Stainless Steel Barber Sa...\", \"asin\": \"B0CZTVB5G2\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors, ULG Professional Hair Scissors 6.5 inch Right-Hand Razor Edge Barber Shears Salon Hair Cutting Shears Made of Japanese Stainless Steel, Hand Sharpened Blue\", \"asin\": \"B071CWXLY5\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Fcysy Professional Hair Cutting Scissors Kit, Barber Shears Set, Haircut Trimming Scissors for Men Women Pet\", \"asin\": \"B0B8Z43MTF\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scisso...\", \"asin\": \"B0DQVJ21WT\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Fcysy Professional Barber Scissors - Thinning Shears for Men & Women, Salon Hair Trimming Kit with Scissors Set\", \"asin\": \"B0D925YQP8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Sirabe 10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home\", \"asin\": \"B07PDKQPFF\", \"price\": \"$17.19\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)\", \"asin\": \"B07PSKCMZV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Equinox Professional Hair Scissors Set - Includes Barber Scissors & Thinning Shears for Hair Cutting & Grooming, Premium Japanese Stainless Steel Hair Cutting Scissors, Barber Accessories & Hair Tools\", \"asin\": \"B00KVYW1HA\", \"price\": \"$30.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit for Haircutting, Fcysy Professional Barber Scissors Hair Scissors Set, Black Haircut Scissor Blending Shears Straight Edge Razor Barber Supplies for Men Women\", \"asin\": \"B0BTYV4L84\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit, Fcysy Professional Hair Scissors Set Hair Shears Blending Scissor Kit, Barber Shears Haircut Scissors Salon Trimming Scissors for Hair for Women Men Pet\", \"asin\": \"B0B14VD7V2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ULG Hair Cutting Scissors Set Professional Thinning Scissors for Hair Cutting All-in-One 9 Pcs Hairdressing Shear Set with 3 Professional Barber Shears for Salon/Home\", \"asin\": \"B0DKH978KL\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Black Gold Hairdressing Teeth Scissors Stainless Steel Barber Hair Cut...\", \"asin\": \"B09YV65NWD\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Sirabe 10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home\", \"asin\": \"B07PDKQPFF\", \"price\": \"$17.19\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)\", \"asin\": \"B07PSKCMZV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors, ULG Professional Hair Scissors 6.5 inch Right-Hand Razor Edge Barber Shears Salon Hair Cutting Shears Made of Japanese Stainless Steel, Hand Sharpened Blue\", \"asin\": \"B071CWXLY5\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults\", \"asin\": \"B0CZDFXDPQ\", \"price\": \"$12.89\"},\n{\"title\": \"Xolaawa Hair Cutting Scissors, Thinning Shears Kit. Premium Stainless Steel Salon Scissors, Edge Scissor, Razor.for Hairdressing, Salon and Home\", \"asin\": \"B0DT6QZXY6\", \"price\": \"$7.99\"},\n{\"title\": \"Aszwor 12 PCS Hair Cutting Scissors Kits, Hairdressing Scissors Set,Professional Haircut Scissors Kit with Cutting Scissors,Thinning Scissors, Comb, Cape, Clips,for Barber Shop, Salon, Home\", \"asin\": \"B08ZD7QXB3\", \"price\": \"$15.99\"},\n{\"title\": \"WFOEJEJ Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scissors for Barber, Salon, and Home Use\", \"asin\": \"B0DQVJ21WT\", \"price\": \"$8.99\"},\n{\"title\": \"Hair Cutting Scissors Kit,27PCS Professional Stainless-Steel Sharp Barber Professional Hairdressing Shears Set with 6.5 Inch Cutting Scissors,Thinning Shears for Man Woman Adults Kids Home Salon\", \"asin\": \"B0CZHPM6HX\", \"price\": \"$24.99\"},\n{\"title\": \"VXKOCZS Hair Cutting Scissors Kit,11 Pcs Professional Haircut Scissors Kit with Cutting Scissors,Thinning Scissors, Comb, Cape, Clips,for Barber Shop, Salon, Home\", \"asin\": \"B0DDKLW6FZ\", \"price\": \"$19.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:57:17.933Z\", // 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
|
2025-04-11T20:57:17.933Z
|
purchase
|
B0CZDFXDPQ
|
rule
|
train
| 1,296 |
2025-04-11T20:57:17.933Z
|
purchase
|
B0CZDFXDPQ
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T19:42:44.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:43:31.289Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T19:44:14.384Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T20:08:21.248Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:08:23.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T20:08:27.771Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T20:08:38.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T20:56:29.975Z", "action": "input", "action_argument": "hair cutting scissors"}
{"timestamp": "2025-04-11T20:56:47.908Z", "action": "input", "action_argument": "hair cutting scissors ayuliky"}
{"timestamp": "2025-04-11T20:56:48.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:56:53.291Z", "action": "input", "action_argument": "hair cutting scissors set ayuliky"}
{"timestamp": "2025-04-11T20:56:53.698Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:57:10.187Z", "action": "click_product", "action_argument": "B0CZDFXDPQ"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "hair cutting scissors set ayuliky"}],
"cart_items": [{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"product_details": [{"asin": "B0CZDFXDPQ"},
{"title": "Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults"},
{"price": "$12.89"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)", "asin": "B07PSKCMZV", "price": "$9.99", "quantity": ""},
{"title": "Equinox Professional Hair Scissors Set - Includes Barber Scissors & Thinning Shears for Hair Cutting & Grooming, Premium Japanese Stainless Steel Hair Cutting Scissors, Barber Accessories & Hair Tools", "asin": "B00KVYW1HA", "price": "$30.29", "quantity": ""},
{"title": "Hair Cutting Scissors Kit, Fcysy Professional Barber Shears Set with Hair Scissors Thinning Shears, Tijeras para Cortar Cabello Haircutting Sheers Hair Cut Blending Salon Scissor for Men Women Pet", "asin": "B09NXDMR7K", "price": "$16.99", "quantity": ""},
{"title": "Sirabe 10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home", "asin": "B07PDKQPFF", "price": "$17.19", "quantity": ""},
{"title": "15 pcs Hair Cutting Scissors Professional, Thinning Shears for Hair Cutting, Stainl...", "asin": "B0DRFQSQ4C", "price": "$6.99", "quantity": ""},
{"title": "Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scisso...", "asin": "B0DQVJ21WT", "price": "$8.99", "quantity": ""},
{"title": "Professional Hair Scissors 6.5 Inch - Premium High Carbon Stainless Steel Barber Sa...", "asin": "B0CZTVB5G2", "price": "$8.99", "quantity": ""},
{"title": "Hair Cutting Scissors, ULG Professional Hair Scissors 6.5 inch Right-Hand Razor Edge Barber Shears Salon Hair Cutting Shears Made of Japanese Stainless Steel, Hand Sharpened Blue", "asin": "B071CWXLY5", "price": "$9.99", "quantity": ""},
{"title": "Fcysy Professional Hair Cutting Scissors Kit, Barber Shears Set, Haircut Trimming Scissors for Men Women Pet", "asin": "B0B8Z43MTF", "price": "$27.99", "quantity": ""},
{"title": "Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scisso...", "asin": "B0DQVJ21WT", "price": "$8.99", "quantity": ""},
{"title": "Fcysy Professional Barber Scissors - Thinning Shears for Men & Women, Salon Hair Trimming Kit with Scissors Set", "asin": "B0D925YQP8", "price": "$26.99", "quantity": ""},
{"title": "Sirabe 10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home", "asin": "B07PDKQPFF", "price": "$17.19", "quantity": ""},
{"title": "Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)", "asin": "B07PSKCMZV", "price": "$9.99", "quantity": ""},
{"title": "Equinox Professional Hair Scissors Set - Includes Barber Scissors & Thinning Shears for Hair Cutting & Grooming, Premium Japanese Stainless Steel Hair Cutting Scissors, Barber Accessories & Hair Tools", "asin": "B00KVYW1HA", "price": "$30.29", "quantity": ""},
{"title": "Hair Cutting Scissors Thinning Shears Kit for Haircutting, Fcysy Professional Barber Scissors Hair Scissors Set, Black Haircut Scissor Blending Shears Straight Edge Razor Barber Supplies for Men Women", "asin": "B0BTYV4L84", "price": "$29.99", "quantity": ""},
{"title": "Hair Cutting Scissors Thinning Shears Kit, Fcysy Professional Hair Scissors Set Hair Shears Blending Scissor Kit, Barber Shears Haircut Scissors Salon Trimming Scissors for Hair for Women Men Pet", "asin": "B0B14VD7V2", "price": "$19.99", "quantity": ""},
{"title": "ULG Hair Cutting Scissors Set Professional Thinning Scissors for Hair Cutting All-in-One 9 Pcs Hairdressing Shear Set with 3 Professional Barber Shears for Salon/Home", "asin": "B0DKH978KL", "price": "$55.99", "quantity": ""},
{"title": "Professional Black Gold Hairdressing Teeth Scissors Stainless Steel Barber Hair Cut...", "asin": "B09YV65NWD", "price": "$31.99", "quantity": ""},
{"title": "Sirabe 10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home", "asin": "B07PDKQPFF", "price": "$17.19", "quantity": ""},
{"title": "Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)", "asin": "B07PSKCMZV", "price": "$9.99", "quantity": ""},
{"title": "Hair Cutting Scissors, ULG Professional Hair Scissors 6.5 inch Right-Hand Razor Edge Barber Shears Salon Hair Cutting Shears Made of Japanese Stainless Steel, Hand Sharpened Blue", "asin": "B071CWXLY5", "price": "$9.99", "quantity": ""}],
"comparison_items": [{"title": "Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults", "asin": "B0CZDFXDPQ", "price": "$12.89"},
{"title": "Xolaawa Hair Cutting Scissors, Thinning Shears Kit. Premium Stainless Steel Salon Scissors, Edge Scissor, Razor.for Hairdressing, Salon and Home", "asin": "B0DT6QZXY6", "price": "$7.99"},
{"title": "Aszwor 12 PCS Hair Cutting Scissors Kits, Hairdressing Scissors Set,Professional Haircut Scissors Kit with Cutting Scissors,Thinning Scissors, Comb, Cape, Clips,for Barber Shop, Salon, Home", "asin": "B08ZD7QXB3", "price": "$15.99"},
{"title": "WFOEJEJ Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scissors for Barber, Salon, and Home Use", "asin": "B0DQVJ21WT", "price": "$8.99"},
{"title": "Hair Cutting Scissors Kit,27PCS Professional Stainless-Steel Sharp Barber Professional Hairdressing Shears Set with 6.5 Inch Cutting Scissors,Thinning Shears for Man Woman Adults Kids Home Salon", "asin": "B0CZHPM6HX", "price": "$24.99"},
{"title": "VXKOCZS Hair Cutting Scissors Kit,11 Pcs Professional Haircut Scissors Kit with Cutting Scissors,Thinning Scissors, Comb, Cape, Clips,for Barber Shop, Salon, Home", "asin": "B0DDKLW6FZ", "price": "$19.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T20:57:17.933Z", // 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\": \"2025-04-11T20:57:17.933Z\",\"action\": \"purchase\",\"acion_argument\": \"B0CZDFXDPQ\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T20:57:17.933Z\",\"action\": \"purchase\",\"acion_argument\": \"B0CZDFXDPQ\",}</answer>",
"index": 1296,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T20:56:29.975Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors\"}\n{\"timestamp\": \"2025-04-11T20:56:47.908Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:48.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:56:53.291Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors set ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:53.698Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:57:10.187Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZDFXDPQ\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair cutting scissors set ayuliky\"}],\n\"cart_items\": [{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CZDFXDPQ\"},\n{\"title\": \"Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults\"},\n{\"price\": \"$12.89\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)\", \"asin\": \"B07PSKCMZV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Equinox Professional Hair Scissors Set - Includes Barber Scissors & Thinning Shears for Hair Cutting & Grooming, Premium Japanese Stainless Steel Hair Cutting Scissors, Barber Accessories & Hair Tools\", \"asin\": \"B00KVYW1HA\", \"price\": \"$30.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors Kit, Fcysy Professional Barber Shears Set with Hair Scissors Thinning Shears, Tijeras para Cortar Cabello Haircutting Sheers Hair Cut Blending Salon Scissor for Men Women Pet\", \"asin\": \"B09NXDMR7K\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Sirabe 10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home\", \"asin\": \"B07PDKQPFF\", \"price\": \"$17.19\", \"quantity\": \"\"},\n{\"title\": \"15 pcs Hair Cutting Scissors Professional, Thinning Shears for Hair Cutting, Stainl...\", \"asin\": \"B0DRFQSQ4C\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scisso...\", \"asin\": \"B0DQVJ21WT\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Hair Scissors 6.5 Inch - Premium High Carbon Stainless Steel Barber Sa...\", \"asin\": \"B0CZTVB5G2\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors, ULG Professional Hair Scissors 6.5 inch Right-Hand Razor Edge Barber Shears Salon Hair Cutting Shears Made of Japanese Stainless Steel, Hand Sharpened Blue\", \"asin\": \"B071CWXLY5\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Fcysy Professional Hair Cutting Scissors Kit, Barber Shears Set, Haircut Trimming Scissors for Men Women Pet\", \"asin\": \"B0B8Z43MTF\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scisso...\", \"asin\": \"B0DQVJ21WT\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Fcysy Professional Barber Scissors - Thinning Shears for Men & Women, Salon Hair Trimming Kit with Scissors Set\", \"asin\": \"B0D925YQP8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Sirabe 10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home\", \"asin\": \"B07PDKQPFF\", \"price\": \"$17.19\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)\", \"asin\": \"B07PSKCMZV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Equinox Professional Hair Scissors Set - Includes Barber Scissors & Thinning Shears for Hair Cutting & Grooming, Premium Japanese Stainless Steel Hair Cutting Scissors, Barber Accessories & Hair Tools\", \"asin\": \"B00KVYW1HA\", \"price\": \"$30.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit for Haircutting, Fcysy Professional Barber Scissors Hair Scissors Set, Black Haircut Scissor Blending Shears Straight Edge Razor Barber Supplies for Men Women\", \"asin\": \"B0BTYV4L84\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors Thinning Shears Kit, Fcysy Professional Hair Scissors Set Hair Shears Blending Scissor Kit, Barber Shears Haircut Scissors Salon Trimming Scissors for Hair for Women Men Pet\", \"asin\": \"B0B14VD7V2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ULG Hair Cutting Scissors Set Professional Thinning Scissors for Hair Cutting All-in-One 9 Pcs Hairdressing Shear Set with 3 Professional Barber Shears for Salon/Home\", \"asin\": \"B0DKH978KL\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Professional Black Gold Hairdressing Teeth Scissors Stainless Steel Barber Hair Cut...\", \"asin\": \"B09YV65NWD\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Sirabe 10 PCS Hair Cutting Scissors Set, Professional Haircut Scissors Kit with Cutting Scissors, Thinning Scissors, Comb, Cape, Clips, Black Hairdressing Shears Set for Barber, Salon, Home\", \"asin\": \"B07PDKQPFF\", \"price\": \"$17.19\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver)\", \"asin\": \"B07PSKCMZV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors, ULG Professional Hair Scissors 6.5 inch Right-Hand Razor Edge Barber Shears Salon Hair Cutting Shears Made of Japanese Stainless Steel, Hand Sharpened Blue\", \"asin\": \"B071CWXLY5\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults\", \"asin\": \"B0CZDFXDPQ\", \"price\": \"$12.89\"},\n{\"title\": \"Xolaawa Hair Cutting Scissors, Thinning Shears Kit. Premium Stainless Steel Salon Scissors, Edge Scissor, Razor.for Hairdressing, Salon and Home\", \"asin\": \"B0DT6QZXY6\", \"price\": \"$7.99\"},\n{\"title\": \"Aszwor 12 PCS Hair Cutting Scissors Kits, Hairdressing Scissors Set,Professional Haircut Scissors Kit with Cutting Scissors,Thinning Scissors, Comb, Cape, Clips,for Barber Shop, Salon, Home\", \"asin\": \"B08ZD7QXB3\", \"price\": \"$15.99\"},\n{\"title\": \"WFOEJEJ Professional Hair Cutting Scissors Shears Kit - Stainless Steel Hairdressing Scissors for Barber, Salon, and Home Use\", \"asin\": \"B0DQVJ21WT\", \"price\": \"$8.99\"},\n{\"title\": \"Hair Cutting Scissors Kit,27PCS Professional Stainless-Steel Sharp Barber Professional Hairdressing Shears Set with 6.5 Inch Cutting Scissors,Thinning Shears for Man Woman Adults Kids Home Salon\", \"asin\": \"B0CZHPM6HX\", \"price\": \"$24.99\"},\n{\"title\": \"VXKOCZS Hair Cutting Scissors Kit,11 Pcs Professional Haircut Scissors Kit with Cutting Scissors,Thinning Scissors, Comb, Cape, Clips,for Barber Shop, Salon, Home\", \"asin\": \"B0DDKLW6FZ\", \"price\": \"$19.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:57:17.933Z\", // 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\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T20:56:29.975Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors\"}\n{\"timestamp\": \"2025-04-11T20:56:47.908Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:48.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:56:53.291Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors set ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:53.698Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:57:10.187Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZDFXDPQ\"}\n{\"timestamp\": \"2025-04-11T20:57:17.933Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZDFXDPQ\"}\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\": \"2025-04-11T20:57:54.793Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T20:57:54.793Z
|
input
|
extension cords
|
rule
|
train
| 1,297 |
2025-04-11T20:57:54.793Z
|
input
|
extension cords
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T19:42:44.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:43:31.289Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T19:44:14.384Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T20:08:21.248Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:08:23.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T20:08:27.771Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T20:08:38.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T20:56:29.975Z", "action": "input", "action_argument": "hair cutting scissors"}
{"timestamp": "2025-04-11T20:56:47.908Z", "action": "input", "action_argument": "hair cutting scissors ayuliky"}
{"timestamp": "2025-04-11T20:56:48.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:56:53.291Z", "action": "input", "action_argument": "hair cutting scissors set ayuliky"}
{"timestamp": "2025-04-11T20:56:53.698Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:57:10.187Z", "action": "click_product", "action_argument": "B0CZDFXDPQ"}
{"timestamp": "2025-04-11T20:57:17.933Z", "action": "purchase", "action_argument": "B0CZDFXDPQ"}
<|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": "2025-04-11T20:57:54.793Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T20:57:54.793Z\",\"action\": \"input\",\"acion_argument\": \"extension cords\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T20:57:54.793Z\",\"action\": \"input\",\"acion_argument\": \"extension cords\",}</answer>",
"index": 1297,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T20:56:29.975Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors\"}\n{\"timestamp\": \"2025-04-11T20:56:47.908Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:48.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:56:53.291Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors set ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:53.698Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:57:10.187Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZDFXDPQ\"}\n{\"timestamp\": \"2025-04-11T20:57:17.933Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZDFXDPQ\"}\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\": \"2025-04-11T20:57:54.793Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T20:56:29.975Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors\"}\n{\"timestamp\": \"2025-04-11T20:56:47.908Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:48.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:56:53.291Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors set ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:53.698Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:57:10.187Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZDFXDPQ\"}\n{\"timestamp\": \"2025-04-11T20:57:17.933Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZDFXDPQ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T20:57:54.793Z\", \"action\": \"input\", \"action_argument\": \"extension cords\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"extension cords\"}],\n\"cart_items\": [{\"title\": \"Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults\", \"asin\": \"B0CZDFXDPQ\", \"price\": \"$12.89\", \"quantity\": \"1\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey\", \"asin\": \"B0BLTYNJCK\", \"price\": \"$18.97\", \"quantity\": \"\"},\n{\"title\": \"TROND Surge Protector Power Strip, 4000 Joules, ETL Listed, 13 Widely-Spaced Outlets Expansion with USB C Ports, Low-Profile Flat Plug, Wall Mountable, 5ft Extension Cord, 14AWG Heavy Duty, Black\", \"asin\": \"B08BJWRZGY\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black\", \"asin\": \"B08P5LRY37\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials\", \"asin\": \"B0B5CNGKRH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HNWKS3S\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BQ17FTKB\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Surge Protector Power Strip, SUPERDANNY 18 AC Outlets with 4 USB Ports, 1875W/15A, 2100J, 6.5FT Flat Plug Heavy Duty Extension Cord with Wall Mount Holes for Home, Office, Gaming Room,Dorm, Black\", \"asin\": \"B0CC1KKJ1J\", \"price\": \"$19.18\", \"quantity\": \"\"},\n{\"title\": \"Power Strip Tower with Wireless Charger, Flat Plug Surge Protector Tower with 6FT Extension Cord, 12 AC Multiple Outlets, 4 USB (2 USB C),15W Wireless Charging Power Tower for Home Office Dorm, White\", \"asin\": \"B0DF55HV2Z\", \"price\": \"$26.24\", \"quantity\": \"\"},\n{\"title\": \"Tower Power Strip Flat Plug with 11 Outlets 3 USB (1 USB C), TESSAN Surge Protector Tower 1625W/13A,1050J Protection, 6 Feet Extension Cord with Multiple Outlets, Office Desk Supplies, Dorm Essentials\", \"asin\": \"B092Q99N22\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Power Strip 23 in 1, 20 Outlets Surge Protector Wall Mount with 2 USB+1 USB C Ports, Multi Plug Extension Cord 6ft Heavy Duty, Accessories for Gaming, Studio, Home, Office, Desk Organizers\", \"asin\": \"B09FF5YV2T\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White\", \"asin\": \"B01MTYL3HS\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT 50-Amp Extension Cord for RV and EV (50 Feet) 4-Prong 250-Volt, Tesla Model 3/S/X/Y, NEMA 14-50P to 14-50R 6/3, 8/1 STW AWG Gauge Outdoor Auto Power Cord\", \"asin\": \"B0881C92SM\", \"price\": \"$198.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Flat Plug Extension Cord 5 FT, TESSAN Surge Protector Power Strip with 4 AC Outlets 1 USB C and 2 USB A Ports, 900 Joules Protection, Multiple Wall Outlet Extender Suitable for Home Office Dorm.\\\" Limited time Deal. Price was $19.11. Current price is $15.29 after 20% off. Eligible for Prime.\", \"asin\": \"B0BQ17FTKB\"},\n{\"title\": \"Go to detail page for \\\"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey.\\\" Limited time Deal. Price was $24.74. Current price is $18.97 after 23% off. Eligible for Prime.\", \"asin\": \"B0BLTYNJCK\"},\n{\"title\": \"Go to detail page for \\\"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials.\\\" sbx-creatives-price. Eligible for Prime.\", \"asin\": \"B0B5CNGKRH\"}],\n\"search_results\": [{\"title\": \"Amazon Basics Extension Cord, 15 Ft, 3 Prong Outlet Extender, Indoor Extension Cord, 13 Amps, 125V, Black\", \"asin\": \"B075BN4V7D\", \"price\": \"$9.66\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10 Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, White\", \"asin\": \"B0D14C9WKT\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White\", \"asin\": \"B09PDLBFKY\", \"price\": \"$8.49\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey\", \"asin\": \"B0BLTYNJCK\", \"price\": \"$18.97\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"16/3 Black Indoor Outdoor Extension Cord 10 Ft Waterproof, Heavy Duty Extension Cord with 3 Prong Grounded Plug,13A 1625W 16AWG SJTW, Flexible Weatherproof Power Cable for Offices, Gardens and Lawns\", \"asin\": \"B0DJGMCVCP\", \"price\": \"$7.79\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - 8 Outlets with 4 USB (2 USB C) Charging Ports, Multi Plug Outlet Extender, 5Ft Braided Extension Cord, Flat Plug Wall Mount Desk USB Charging Station for Home Office ETL\", \"asin\": \"B092J8LPWR\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White\", \"asin\": \"B09PDLBFKY\", \"price\": \"$8.49\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10Ft Extension Cord with Multiple Outlets, Flat Plug Power Strip Surge Protector with 10 Ft Long Cord, 6 Outlet 3 USB Ports (1 USB C), Multi Outlet Wall Plug for Travel, College, Dorm Room Essentials\", \"asin\": \"B0CKKLDZM8\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector - 6 Widely Outlets with 3 USB Ports (1 USB C), 3-Side Outlet Extender Strip, 5 Ft Extension Cord Flat Plug, Wall Mount Small Power Strip for Travel Home Office College Dorm\", \"asin\": \"B0B1DKN9HG\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"16/3 25 FT Outdoor Extension Cord Waterproof, Weatherproof & Flame Retardant Black 3 Prong Power Cord Outside for Lawn & Garden, 13 Amps 1625 Watts 125 VAC 16AWG SJTW, ETL Listed\", \"asin\": \"B0DJ1BVZGX\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Rectangular Indoor Extension Cord Power Strip, 3-Prong, Flat Plug, Grounded - 13 Amps, 1625 Watts, 125 VAC - 2-Pack, 6 ft, White\", \"asin\": \"B07BHSH7M6\", \"price\": \"$14.24\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - CHCORE 5Ft Braided Extension Cord with 8 Outlets with 4 USB (2 USB C) Charging Ports, Flat Plug Multi Plug Outlet Extender Charging Station for Home Office, ETL, White\", \"asin\": \"B0DC6GXZSV\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Indoor Extension Cord, 2 Prong 6 Feet Extension Cord, 3 Polarized Outlets with Safety Slide Windows,13A/1625W, 16 AWG, 2 Packs\", \"asin\": \"B0DCJH41Y1\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Plug Extension Cord 5 FT, TESSAN Surge Protector Power Strip with 4 AC Outlets 1 USB C and 2 USB A Ports, 900 Joules Protection, Multiple Wall Outlet Extender Suitable for Home Office Dorm\", \"asin\": \"B0BQ17FTKB\", \"price\": \"$15.29\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Black Surge Protector Power Strip, TESSAN Flat Plug Extension Cord 5 FT with 6 Outlets 3 USB Charger (1 USB C), 1700J Protection Multiple Outlets Charging Station for Home, Office, College Dorm Room\", \"asin\": \"B07HNWKS3S\", \"price\": \"$18.67\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10Ft Extension Cord Flat Plug Power Strip - Tcstei 3-Side Outlet Extender with 6 AC Outlets and 3 USB Ports (1 USB C), Compact for Home, Office, Dorm Room Essentials, ETL, White\", \"asin\": \"B0D95YXZPC\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"6Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, (Black)\", \"asin\": \"B08MTBCXWX\", \"price\": \"$9.98\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White\", \"asin\": \"B01MTYL3HS\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"16/3 Black Indoor Outdoor Extension Cord 10 Ft Waterproof, Heavy Duty Extension Cord with 3 Prong Grounded Plug,13A 1625W 16AWG SJTW, Flexible Weatherproof Power Cable for Offices, Gardens and Lawns\", \"asin\": \"B0DJGMCVCP\", \"price\": \"$7.79\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"SlimLine 2235 Indoor Flat Plug Extension Cord, 3 Foot Cord, Right Angled Plug, 16 gauge, 3 Polarized Outlets, 125 Volts, Space Saving Design, Neutral White Color, UL and CUL Listed\\u2026\", \"asin\": \"B000KKLMKW\", \"price\": \"$4.41\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"ITD ITANDA 10FT USB Extension Cable USB 3.0 Extension Cord Type A Male to Female5Gbps Data Transfer for Keyboard, Mouse, Playstation, Xbox, Flash Drive, Printer, Camera and More\", \"asin\": \"B08FJ8Z4TJ\", \"price\": \"$4.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials\", \"asin\": \"B0B5CNGKRH\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black\", \"asin\": \"B08P5LRY37\", \"price\": \"$15.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Plug Power Strip 10Ft Long Extension Cord, LeZone 4800J Surge Protector, 12 Outlets 2 USB C 2 USB Ports, Wall Mountable, PD20W Desk Charging Station, Black\", \"asin\": \"B0CN6V6M5F\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip 15 ft Cord, Flat Plug Extension Cord with 12 Outlets 3 USB Ports(2 USB C), Long Cord Power Strips with Surge Protection 15ft for Home Office Dorm Room Essentials\", \"asin\": \"B0DJSN6458\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Cruise Essentials - Flat Plug Power Strip, Addtam 5 ft Ultra Flat Extension Cord with 6 Outlets Extender, No Surge Protector for Cruise Ship, Travel, Dorm, Home Office, ETL Listed\", \"asin\": \"B0BWY8FBFP\", \"price\": \"$8.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"GE 6-Outlet Surge Protector, 10 Ft Extension Cord, Power Strip, 800 Joules, Flat Plug, Twist-to-Close Safety Covers, UL Listed, White, 14092\", \"asin\": \"B00DOMYL24\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"GE 3-Outlet Flat Extension Cord 8 Ft Grounded Extension Cord with Multiple Outlets 3 Prong Outlet Extender Flat Plug Power Strip Indoor Extension Cord 16 Gauge UL Listed White 50251\", \"asin\": \"B000FBPP8G\", \"price\": \"$11.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Extension Cord, 6 Ft, 3 Prong Outlet Extender, Indoor Extension Cord, 13 Amps, 125V, White\", \"asin\": \"B076K93FC4\", \"price\": \"$8.18\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"HUANCHAIN Indoor Outdoor Black Extension Cord 50 ft Waterproof, 16/3 Gauge Flexible Cold-Resistant Appliance Extension Cord Outside, 13A 1625W 16AWG SJTW, 3 Prong Heavy Duty Electric Cord, ETL\", \"asin\": \"B09TGQYRYT\", \"price\": \"$16.49\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White\", \"asin\": \"B01MTYL3HS\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey\", \"asin\": \"B0BLTYNJCK\", \"price\": \"$18.97\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"50 ft 12/3 Outdoor Extension Cord Waterproof Heavy Duty with Lighted Indicator End 12 Gauge 3 Prong, Flexible Cold-Resistant Long Power Cord Outside, 15Amp 1875W SJTW Yellow ETL Listed\", \"asin\": \"B0BMTJLMCK\", \"price\": \"$30.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Surge Protector Power Strip with 6ft Extension Cord, 6-Outlet, 790J Protection, Rectangle, White\", \"asin\": \"B00TP1C1UC\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - 10 FT Extension Cord, Power Strip with 12 Widely AC Outlet 3 USB, Flat Plug, Wall Mount Overload Protection, 1050J, Desk Charging Station for Home Office, ETL Listed\", \"asin\": \"B09YQZ2MMD\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed\", \"asin\": \"B09SG2Q23M\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"2 Pack Power Strip, 12FT Long Extension Cord, Surge Protector with 6 Outlets and 2 USB Charging Ports, Flat Plug Overload Protection, Extension Cord 10+ ft, Wall Mount for Home Office Dorm College\", \"asin\": \"B08NP57YRG\", \"price\": \"$28.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"100 ft 12/3 Outdoor Extension Cord Waterproof Heavy Duty with Lighted Indicator End 12 Gauge 3 Prong, Flexible Cold-Resistant Long Power Cord Outside, 15Amp 1875W SJTW Yellow ETL Listed\", \"asin\": \"B0BMTF22QG\", \"price\": \"$52.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black\", \"asin\": \"B08P5LRY37\", \"price\": \"$15.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"UltraPro 15 Ft Indoor Extension Cord 3 Outlet Extension Cords Outlet Power Strip Long Extension Cord with Multiple Outlets Grounded Heavy Duty Extension Cord 16 Gauge UL Listed Black 50786\", \"asin\": \"B08TLM6WKC\", \"price\": \"$11.44\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - Nuetsa Flat Plug Extension Cord with 8 Outlets and 4 USB Ports, 6 Feet Power Cord (1625W/13A), 2700 Joules, ETL Listed, Black\", \"asin\": \"B09F2XPJ47\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Extension Cord 15 ft, Surge Protector Power Strip with 6 Outlets 4 USB Charger(2 USB C Port), Flat Plug Outlet Extender, 1080 Joules Protection for Indoor, Home, Office Supplies, Dorm Room Essentials\", \"asin\": \"B09FLP98S2\", \"price\": \"$23.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Extension Cord 6 feet, Flat Plug Power Strip, 4 Widely Outlets with 3 USB Ports (2 USB C), 3 Side Outlet Extender with Extension Cord with Multiple Outlets for Home, Office, Dorm Room Essentials\", \"asin\": \"B0CYL6Z2Z1\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"HUANCHAIN Indoor Outdoor Black Extension Cord 25 ft Waterproof, 16/3 Gauge Flexible Cold-Resistant Appliance Cable Outside, 13A 1625W 16AWG SJTW, 3 Prong Heavy Duty Electric Cord, ETL\", \"asin\": \"B09TGS6KNF\", \"price\": \"$11.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"16/3 100 Ft Outdoor Extension Cord Waterproof, Weatherproof & Flame Retardant Black 3 Prong Power Cord Outside for Lawn & Garden, 10 Amps 1250 Watts 125 VAC 16AWG SJTW, ETL Listed\", \"asin\": \"B0DJ19STDX\", \"price\": \"$32.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - 6 Ft Flat Plug Extension Cord with 8 Widely Outlets and 4 USB Ports(1 USB C), 3 Side Outlet Extender for Home Office, White, ETL Listed\", \"asin\": \"B09Y8FRMQV\", \"price\": \"$9.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector, Olcorife Ultra Thin Flat Plug Extension Cord 5ft, 6 Outlets 3 USB Ports(1 USB C), 3 Sided Outlet Extender for Home Office Travel Dorm Room Essentials, White\", \"asin\": \"B0BJ1SWDNB\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Indoor Extension Cord, 2 Prong 6 Feet Extension Cord, 3 Polarized Outlets with Safety Slide Windows,13A/1625W, 16 AWG, 2 Packs\", \"asin\": \"B0DCJH41Y1\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Plug Extension Cord, 5ft Power Strip with 4 USB Ports(2 USB C), 4 Widely Outlets Extender, Wall Mount, Desk Charging Station for Office, School, Travel and Dorm Room Essentials, ETL Listed\", \"asin\": \"B0C5HT9LMP\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"GE 3-Outlet Power Strip Surge Protector 8 Ft Braided Long Cord Extension Cord Surge Protector Power Strip Flat Plug Extension Cord 250 Joules ETL Listed White 38433\", \"asin\": \"B073R2D51S\", \"price\": \"$12.85\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Anker Flat Plug Power Strip 300J, USB C Power Strip, 10-in-1 Ultra Thin Power Strip with 6 AC, 2 USB A and 2 USB C Ports,5feet Extension Cord, Desk Charging Station,Home Office College Dorm - Black\", \"asin\": \"B0CKR8NBJL\", \"price\": \"$25.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Rectangular Indoor Extension Cord Power Strip, 3-Prong, Flat Plug, Grounded - 13 Amps, 1625 Watts, 125 VAC - 2-Pack, 6 ft, White\", \"asin\": \"B07BHSH7M6\", \"price\": \"$14.24\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Southwire Outdoor Extension Cord, 50 Ft, 12 gauge 3 prong, Heavy Duty, SJTW Cord, Yellow, 2588\", \"asin\": \"B00004SQF4\", \"price\": \"$31.00\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector - Flat Plug, Wall Mount, 8 Wide Outlets with 4 USB Ports (2 USB C), 5FT Heavy Duty Extension Cord with Multiple Outlets, Charging Station Overload Protection for Home Dorm\", \"asin\": \"B0BF5DPG17\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector, 5Ft Extension Cord, 6 Outlets with 3 USB Ports(1 USB C Outlet), 3-Side Outlet Extender, Wall Mount, Compact for Travel, Home, School, College Dorm Room and Office\", \"asin\": \"B09Y5HT6HR\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Surge Protector Power Strip, 6-Outlet with 200J Protection, 2ft Extension Cord, Rectangle, Black (2 Pack)\", \"asin\": \"B014EKQ5AA\", \"price\": \"$9.10\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector, 5Ft Ultra Thin Flat Plug Extension Cord with Multiple Outlets, 8 Widely Outlet Extender with 4 USB Ports(2 USB C), 1080J Wall Mount for College Dorm Room Essentials Black\", \"asin\": \"B0C6XNMLX3\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Woods SlimLine Indoor Flat Extension Cord, 8 Ft, 16 Gauge Right Angle Plug, 3 Polarized Outlets, 125 Volts, White, 2241\", \"asin\": \"B000HJDATM\", \"price\": \"$7.92\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip, Extension Cord with Multiple Outlets, 5 Ft Ultra Thin Flat Plug 8 Outlets 4 USB Ports(2USB C),1080J Multi Plug Outlet Extender for Home Office College Dorm Room Essentials\", \"asin\": \"B0BVZCLW3R\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Woods 27603W 15-Foot Cube Extension Cord with Power Tap, White\", \"asin\": \"B003WYA2TK\", \"price\": \"$6.21\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"2 Pack Power Strip Surge Protector - 5 Widely Spaced Outlets 3 USB Charging Ports, 1875W/15A with 6Ft Braided Extension Cord, Flat Plug, Overload Surge Protection, Wall Mount for Home Office\", \"asin\": \"B08QYJMJQ3\", \"price\": \"$25.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Outdoor Extension Cord 25 FT Waterproof, 16/3 Gauge Black Heavy Duty 3 Prong Extension Cord, 13A 1625W SJTW, ETL Listed, Great for Garden and Home\", \"asin\": \"B0B7JH3RHL\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip 15 Ft Cord, Ultra Thin Flat Extension Cord with 8 Outlets 4 USB Ports(2 USB C), Flat Plug Power Strip, 15 Ft Long Braided Power Cord for Home, Office, Dorm Room Essentials\", \"asin\": \"B0CHMG5XHM\", \"price\": \"$18.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10 ft Extension Cord, Power Strip Surge Protector - 8 Widely AC Outlets 3 USB, Flat Plug, Desktop Charging Station with Overload Protection, Wall Mount for Home, Office, Travel, Computer ETL Listed\", \"asin\": \"B09Q33SJKW\", \"price\": \"$15.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:58:23.134Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T20:58:23.134Z
|
click
|
search
|
rule
|
train
| 1,298 |
2025-04-11T20:58:23.134Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T19:42:44.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:43:31.289Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T19:44:14.384Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T20:08:21.248Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:08:23.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T20:08:27.771Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T20:08:38.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T20:56:29.975Z", "action": "input", "action_argument": "hair cutting scissors"}
{"timestamp": "2025-04-11T20:56:47.908Z", "action": "input", "action_argument": "hair cutting scissors ayuliky"}
{"timestamp": "2025-04-11T20:56:48.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:56:53.291Z", "action": "input", "action_argument": "hair cutting scissors set ayuliky"}
{"timestamp": "2025-04-11T20:56:53.698Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:57:10.187Z", "action": "click_product", "action_argument": "B0CZDFXDPQ"}
{"timestamp": "2025-04-11T20:57:17.933Z", "action": "purchase", "action_argument": "B0CZDFXDPQ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T20:57:54.793Z", "action": "input", "action_argument": "extension cords"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "extension cords"}],
"cart_items": [{"title": "Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults", "asin": "B0CZDFXDPQ", "price": "$12.89", "quantity": "1"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"promotion_items": [{"title": "Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey", "asin": "B0BLTYNJCK", "price": "$18.97", "quantity": ""},
{"title": "TROND Surge Protector Power Strip, 4000 Joules, ETL Listed, 13 Widely-Spaced Outlets Expansion with USB C Ports, Low-Profile Flat Plug, Wall Mountable, 5ft Extension Cord, 14AWG Heavy Duty, Black", "asin": "B08BJWRZGY", "price": "$29.98", "quantity": ""},
{"title": "Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black", "asin": "B08P5LRY37", "price": "$15.98", "quantity": ""},
{"title": "Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials", "asin": "B0B5CNGKRH", "price": "$19.99", "quantity": ""},
{"title": "", "asin": "B07HNWKS3S", "price": "", "quantity": ""},
{"title": "", "asin": "B0BQ17FTKB", "price": "", "quantity": ""},
{"title": "Surge Protector Power Strip, SUPERDANNY 18 AC Outlets with 4 USB Ports, 1875W/15A, 2100J, 6.5FT Flat Plug Heavy Duty Extension Cord with Wall Mount Holes for Home, Office, Gaming Room,Dorm, Black", "asin": "B0CC1KKJ1J", "price": "$19.18", "quantity": ""},
{"title": "Power Strip Tower with Wireless Charger, Flat Plug Surge Protector Tower with 6FT Extension Cord, 12 AC Multiple Outlets, 4 USB (2 USB C),15W Wireless Charging Power Tower for Home Office Dorm, White", "asin": "B0DF55HV2Z", "price": "$26.24", "quantity": ""},
{"title": "Tower Power Strip Flat Plug with 11 Outlets 3 USB (1 USB C), TESSAN Surge Protector Tower 1625W/13A,1050J Protection, 6 Feet Extension Cord with Multiple Outlets, Office Desk Supplies, Dorm Essentials", "asin": "B092Q99N22", "price": "$29.99", "quantity": ""},
{"title": "Power Strip 23 in 1, 20 Outlets Surge Protector Wall Mount with 2 USB+1 USB C Ports, Multi Plug Extension Cord 6ft Heavy Duty, Accessories for Gaming, Studio, Home, Office, Desk Organizers", "asin": "B09FF5YV2T", "price": "$19.99", "quantity": ""},
{"title": "[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White", "asin": "B01MTYL3HS", "price": "$9.99", "quantity": ""},
{"title": "GearIT 50-Amp Extension Cord for RV and EV (50 Feet) 4-Prong 250-Volt, Tesla Model 3/S/X/Y, NEMA 14-50P to 14-50R 6/3, 8/1 STW AWG Gauge Outdoor Auto Power Cord", "asin": "B0881C92SM", "price": "$198.00", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"Flat Plug Extension Cord 5 FT, TESSAN Surge Protector Power Strip with 4 AC Outlets 1 USB C and 2 USB A Ports, 900 Joules Protection, Multiple Wall Outlet Extender Suitable for Home Office Dorm.\" Limited time Deal. Price was $19.11. Current price is $15.29 after 20% off. Eligible for Prime.", "asin": "B0BQ17FTKB"},
{"title": "Go to detail page for \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey.\" Limited time Deal. Price was $24.74. Current price is $18.97 after 23% off. Eligible for Prime.", "asin": "B0BLTYNJCK"},
{"title": "Go to detail page for \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials.\" sbx-creatives-price. Eligible for Prime.", "asin": "B0B5CNGKRH"}],
"search_results": [{"title": "Amazon Basics Extension Cord, 15 Ft, 3 Prong Outlet Extender, Indoor Extension Cord, 13 Amps, 125V, Black", "asin": "B075BN4V7D", "price": "$9.66", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "10 Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, White", "asin": "B0D14C9WKT", "price": "$13.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White", "asin": "B09PDLBFKY", "price": "$8.49", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey", "asin": "B0BLTYNJCK", "price": "$18.97", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "16/3 Black Indoor Outdoor Extension Cord 10 Ft Waterproof, Heavy Duty Extension Cord with 3 Prong Grounded Plug,13A 1625W 16AWG SJTW, Flexible Weatherproof Power Cable for Offices, Gardens and Lawns", "asin": "B0DJGMCVCP", "price": "$7.79", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip - 8 Outlets with 4 USB (2 USB C) Charging Ports, Multi Plug Outlet Extender, 5Ft Braided Extension Cord, Flat Plug Wall Mount Desk USB Charging Station for Home Office ETL", "asin": "B092J8LPWR", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White", "asin": "B09PDLBFKY", "price": "$8.49", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "10Ft Extension Cord with Multiple Outlets, Flat Plug Power Strip Surge Protector with 10 Ft Long Cord, 6 Outlet 3 USB Ports (1 USB C), Multi Outlet Wall Plug for Travel, College, Dorm Room Essentials", "asin": "B0CKKLDZM8", "price": "$14.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Power Strip Surge Protector - 6 Widely Outlets with 3 USB Ports (1 USB C), 3-Side Outlet Extender Strip, 5 Ft Extension Cord Flat Plug, Wall Mount Small Power Strip for Travel Home Office College Dorm", "asin": "B0B1DKN9HG", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "16/3 25 FT Outdoor Extension Cord Waterproof, Weatherproof & Flame Retardant Black 3 Prong Power Cord Outside for Lawn & Garden, 13 Amps 1625 Watts 125 VAC 16AWG SJTW, ETL Listed", "asin": "B0DJ1BVZGX", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Rectangular Indoor Extension Cord Power Strip, 3-Prong, Flat Plug, Grounded - 13 Amps, 1625 Watts, 125 VAC - 2-Pack, 6 ft, White", "asin": "B07BHSH7M6", "price": "$14.24", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip - CHCORE 5Ft Braided Extension Cord with 8 Outlets with 4 USB (2 USB C) Charging Ports, Flat Plug Multi Plug Outlet Extender Charging Station for Home Office, ETL, White", "asin": "B0DC6GXZSV", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Indoor Extension Cord, 2 Prong 6 Feet Extension Cord, 3 Polarized Outlets with Safety Slide Windows,13A/1625W, 16 AWG, 2 Packs", "asin": "B0DCJH41Y1", "price": "$8.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Flat Plug Extension Cord 5 FT, TESSAN Surge Protector Power Strip with 4 AC Outlets 1 USB C and 2 USB A Ports, 900 Joules Protection, Multiple Wall Outlet Extender Suitable for Home Office Dorm", "asin": "B0BQ17FTKB", "price": "$15.29", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Black Surge Protector Power Strip, TESSAN Flat Plug Extension Cord 5 FT with 6 Outlets 3 USB Charger (1 USB C), 1700J Protection Multiple Outlets Charging Station for Home, Office, College Dorm Room", "asin": "B07HNWKS3S", "price": "$18.67", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "10Ft Extension Cord Flat Plug Power Strip - Tcstei 3-Side Outlet Extender with 6 AC Outlets and 3 USB Ports (1 USB C), Compact for Home, Office, Dorm Room Essentials, ETL, White", "asin": "B0D95YXZPC", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "6Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, (Black)", "asin": "B08MTBCXWX", "price": "$9.98", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White", "asin": "B01MTYL3HS", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "16/3 Black Indoor Outdoor Extension Cord 10 Ft Waterproof, Heavy Duty Extension Cord with 3 Prong Grounded Plug,13A 1625W 16AWG SJTW, Flexible Weatherproof Power Cable for Offices, Gardens and Lawns", "asin": "B0DJGMCVCP", "price": "$7.79", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "SlimLine 2235 Indoor Flat Plug Extension Cord, 3 Foot Cord, Right Angled Plug, 16 gauge, 3 Polarized Outlets, 125 Volts, Space Saving Design, Neutral White Color, UL and CUL Listed\u2026", "asin": "B000KKLMKW", "price": "$4.41", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "ITD ITANDA 10FT USB Extension Cable USB 3.0 Extension Cord Type A Male to Female5Gbps Data Transfer for Keyboard, Mouse, Playstation, Xbox, Flash Drive, Printer, Camera and More", "asin": "B08FJ8Z4TJ", "price": "$4.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials", "asin": "B0B5CNGKRH", "price": "$19.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black", "asin": "B08P5LRY37", "price": "$15.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Flat Plug Power Strip 10Ft Long Extension Cord, LeZone 4800J Surge Protector, 12 Outlets 2 USB C 2 USB Ports, Wall Mountable, PD20W Desk Charging Station, Black", "asin": "B0CN6V6M5F", "price": "$19.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip 15 ft Cord, Flat Plug Extension Cord with 12 Outlets 3 USB Ports(2 USB C), Long Cord Power Strips with Surge Protection 15ft for Home Office Dorm Room Essentials", "asin": "B0DJSN6458", "price": "$19.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Cruise Essentials - Flat Plug Power Strip, Addtam 5 ft Ultra Flat Extension Cord with 6 Outlets Extender, No Surge Protector for Cruise Ship, Travel, Dorm, Home Office, ETL Listed", "asin": "B0BWY8FBFP", "price": "$8.48", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "GE 6-Outlet Surge Protector, 10 Ft Extension Cord, Power Strip, 800 Joules, Flat Plug, Twist-to-Close Safety Covers, UL Listed, White, 14092", "asin": "B00DOMYL24", "price": "$13.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "GE 3-Outlet Flat Extension Cord 8 Ft Grounded Extension Cord with Multiple Outlets 3 Prong Outlet Extender Flat Plug Power Strip Indoor Extension Cord 16 Gauge UL Listed White 50251", "asin": "B000FBPP8G", "price": "$11.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Extension Cord, 6 Ft, 3 Prong Outlet Extender, Indoor Extension Cord, 13 Amps, 125V, White", "asin": "B076K93FC4", "price": "$8.18", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "HUANCHAIN Indoor Outdoor Black Extension Cord 50 ft Waterproof, 16/3 Gauge Flexible Cold-Resistant Appliance Extension Cord Outside, 13A 1625W 16AWG SJTW, 3 Prong Heavy Duty Electric Cord, ETL", "asin": "B09TGQYRYT", "price": "$16.49", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White", "asin": "B01MTYL3HS", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey", "asin": "B0BLTYNJCK", "price": "$18.97", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "50 ft 12/3 Outdoor Extension Cord Waterproof Heavy Duty with Lighted Indicator End 12 Gauge 3 Prong, Flexible Cold-Resistant Long Power Cord Outside, 15Amp 1875W SJTW Yellow ETL Listed", "asin": "B0BMTJLMCK", "price": "$30.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Surge Protector Power Strip with 6ft Extension Cord, 6-Outlet, 790J Protection, Rectangle, White", "asin": "B00TP1C1UC", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip - 10 FT Extension Cord, Power Strip with 12 Widely AC Outlet 3 USB, Flat Plug, Wall Mount Overload Protection, 1050J, Desk Charging Station for Home Office, ETL Listed", "asin": "B09YQZ2MMD", "price": "$16.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed", "asin": "B09SG2Q23M", "price": "$29.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "2 Pack Power Strip, 12FT Long Extension Cord, Surge Protector with 6 Outlets and 2 USB Charging Ports, Flat Plug Overload Protection, Extension Cord 10+ ft, Wall Mount for Home Office Dorm College", "asin": "B08NP57YRG", "price": "$28.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "100 ft 12/3 Outdoor Extension Cord Waterproof Heavy Duty with Lighted Indicator End 12 Gauge 3 Prong, Flexible Cold-Resistant Long Power Cord Outside, 15Amp 1875W SJTW Yellow ETL Listed", "asin": "B0BMTF22QG", "price": "$52.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black", "asin": "B08P5LRY37", "price": "$15.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "UltraPro 15 Ft Indoor Extension Cord 3 Outlet Extension Cords Outlet Power Strip Long Extension Cord with Multiple Outlets Grounded Heavy Duty Extension Cord 16 Gauge UL Listed Black 50786", "asin": "B08TLM6WKC", "price": "$11.44", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip - Nuetsa Flat Plug Extension Cord with 8 Outlets and 4 USB Ports, 6 Feet Power Cord (1625W/13A), 2700 Joules, ETL Listed, Black", "asin": "B09F2XPJ47", "price": "$16.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Extension Cord 15 ft, Surge Protector Power Strip with 6 Outlets 4 USB Charger(2 USB C Port), Flat Plug Outlet Extender, 1080 Joules Protection for Indoor, Home, Office Supplies, Dorm Room Essentials", "asin": "B09FLP98S2", "price": "$23.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Flat Extension Cord 6 feet, Flat Plug Power Strip, 4 Widely Outlets with 3 USB Ports (2 USB C), 3 Side Outlet Extender with Extension Cord with Multiple Outlets for Home, Office, Dorm Room Essentials", "asin": "B0CYL6Z2Z1", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "HUANCHAIN Indoor Outdoor Black Extension Cord 25 ft Waterproof, 16/3 Gauge Flexible Cold-Resistant Appliance Cable Outside, 13A 1625W 16AWG SJTW, 3 Prong Heavy Duty Electric Cord, ETL", "asin": "B09TGS6KNF", "price": "$11.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "16/3 100 Ft Outdoor Extension Cord Waterproof, Weatherproof & Flame Retardant Black 3 Prong Power Cord Outside for Lawn & Garden, 10 Amps 1250 Watts 125 VAC 16AWG SJTW, ETL Listed", "asin": "B0DJ19STDX", "price": "$32.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip - 6 Ft Flat Plug Extension Cord with 8 Widely Outlets and 4 USB Ports(1 USB C), 3 Side Outlet Extender for Home Office, White, ETL Listed", "asin": "B09Y8FRMQV", "price": "$9.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Power Strip Surge Protector, Olcorife Ultra Thin Flat Plug Extension Cord 5ft, 6 Outlets 3 USB Ports(1 USB C), 3 Sided Outlet Extender for Home Office Travel Dorm Room Essentials, White", "asin": "B0BJ1SWDNB", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Indoor Extension Cord, 2 Prong 6 Feet Extension Cord, 3 Polarized Outlets with Safety Slide Windows,13A/1625W, 16 AWG, 2 Packs", "asin": "B0DCJH41Y1", "price": "$8.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Flat Plug Extension Cord, 5ft Power Strip with 4 USB Ports(2 USB C), 4 Widely Outlets Extender, Wall Mount, Desk Charging Station for Office, School, Travel and Dorm Room Essentials, ETL Listed", "asin": "B0C5HT9LMP", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "GE 3-Outlet Power Strip Surge Protector 8 Ft Braided Long Cord Extension Cord Surge Protector Power Strip Flat Plug Extension Cord 250 Joules ETL Listed White 38433", "asin": "B073R2D51S", "price": "$12.85", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Anker Flat Plug Power Strip 300J, USB C Power Strip, 10-in-1 Ultra Thin Power Strip with 6 AC, 2 USB A and 2 USB C Ports,5feet Extension Cord, Desk Charging Station,Home Office College Dorm - Black", "asin": "B0CKR8NBJL", "price": "$25.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Rectangular Indoor Extension Cord Power Strip, 3-Prong, Flat Plug, Grounded - 13 Amps, 1625 Watts, 125 VAC - 2-Pack, 6 ft, White", "asin": "B07BHSH7M6", "price": "$14.24", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Southwire Outdoor Extension Cord, 50 Ft, 12 gauge 3 prong, Heavy Duty, SJTW Cord, Yellow, 2588", "asin": "B00004SQF4", "price": "$31.00", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Power Strip Surge Protector - Flat Plug, Wall Mount, 8 Wide Outlets with 4 USB Ports (2 USB C), 5FT Heavy Duty Extension Cord with Multiple Outlets, Charging Station Overload Protection for Home Dorm", "asin": "B0BF5DPG17", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Power Strip Surge Protector, 5Ft Extension Cord, 6 Outlets with 3 USB Ports(1 USB C Outlet), 3-Side Outlet Extender, Wall Mount, Compact for Travel, Home, School, College Dorm Room and Office", "asin": "B09Y5HT6HR", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Surge Protector Power Strip, 6-Outlet with 200J Protection, 2ft Extension Cord, Rectangle, Black (2 Pack)", "asin": "B014EKQ5AA", "price": "$9.10", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Power Strip Surge Protector, 5Ft Ultra Thin Flat Plug Extension Cord with Multiple Outlets, 8 Widely Outlet Extender with 4 USB Ports(2 USB C), 1080J Wall Mount for College Dorm Room Essentials Black", "asin": "B0C6XNMLX3", "price": "$12.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Woods SlimLine Indoor Flat Extension Cord, 8 Ft, 16 Gauge Right Angle Plug, 3 Polarized Outlets, 125 Volts, White, 2241", "asin": "B000HJDATM", "price": "$7.92", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip, Extension Cord with Multiple Outlets, 5 Ft Ultra Thin Flat Plug 8 Outlets 4 USB Ports(2USB C),1080J Multi Plug Outlet Extender for Home Office College Dorm Room Essentials", "asin": "B0BVZCLW3R", "price": "$12.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Woods 27603W 15-Foot Cube Extension Cord with Power Tap, White", "asin": "B003WYA2TK", "price": "$6.21", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "2 Pack Power Strip Surge Protector - 5 Widely Spaced Outlets 3 USB Charging Ports, 1875W/15A with 6Ft Braided Extension Cord, Flat Plug, Overload Surge Protection, Wall Mount for Home Office", "asin": "B08QYJMJQ3", "price": "$25.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Outdoor Extension Cord 25 FT Waterproof, 16/3 Gauge Black Heavy Duty 3 Prong Extension Cord, 13A 1625W SJTW, ETL Listed, Great for Garden and Home", "asin": "B0B7JH3RHL", "price": "$12.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip 15 Ft Cord, Ultra Thin Flat Extension Cord with 8 Outlets 4 USB Ports(2 USB C), Flat Plug Power Strip, 15 Ft Long Braided Power Cord for Home, Office, Dorm Room Essentials", "asin": "B0CHMG5XHM", "price": "$18.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "10 ft Extension Cord, Power Strip Surge Protector - 8 Widely AC Outlets 3 USB, Flat Plug, Desktop Charging Station with Overload Protection, Wall Mount for Home, Office, Travel, Computer ETL Listed", "asin": "B09Q33SJKW", "price": "$15.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T20:58:23.134Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T20:58:23.134Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T20:58:23.134Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1298,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T20:56:29.975Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors\"}\n{\"timestamp\": \"2025-04-11T20:56:47.908Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:48.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:56:53.291Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors set ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:53.698Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:57:10.187Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZDFXDPQ\"}\n{\"timestamp\": \"2025-04-11T20:57:17.933Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZDFXDPQ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T20:57:54.793Z\", \"action\": \"input\", \"action_argument\": \"extension cords\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"extension cords\"}],\n\"cart_items\": [{\"title\": \"Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults\", \"asin\": \"B0CZDFXDPQ\", \"price\": \"$12.89\", \"quantity\": \"1\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey\", \"asin\": \"B0BLTYNJCK\", \"price\": \"$18.97\", \"quantity\": \"\"},\n{\"title\": \"TROND Surge Protector Power Strip, 4000 Joules, ETL Listed, 13 Widely-Spaced Outlets Expansion with USB C Ports, Low-Profile Flat Plug, Wall Mountable, 5ft Extension Cord, 14AWG Heavy Duty, Black\", \"asin\": \"B08BJWRZGY\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black\", \"asin\": \"B08P5LRY37\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials\", \"asin\": \"B0B5CNGKRH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HNWKS3S\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BQ17FTKB\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Surge Protector Power Strip, SUPERDANNY 18 AC Outlets with 4 USB Ports, 1875W/15A, 2100J, 6.5FT Flat Plug Heavy Duty Extension Cord with Wall Mount Holes for Home, Office, Gaming Room,Dorm, Black\", \"asin\": \"B0CC1KKJ1J\", \"price\": \"$19.18\", \"quantity\": \"\"},\n{\"title\": \"Power Strip Tower with Wireless Charger, Flat Plug Surge Protector Tower with 6FT Extension Cord, 12 AC Multiple Outlets, 4 USB (2 USB C),15W Wireless Charging Power Tower for Home Office Dorm, White\", \"asin\": \"B0DF55HV2Z\", \"price\": \"$26.24\", \"quantity\": \"\"},\n{\"title\": \"Tower Power Strip Flat Plug with 11 Outlets 3 USB (1 USB C), TESSAN Surge Protector Tower 1625W/13A,1050J Protection, 6 Feet Extension Cord with Multiple Outlets, Office Desk Supplies, Dorm Essentials\", \"asin\": \"B092Q99N22\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Power Strip 23 in 1, 20 Outlets Surge Protector Wall Mount with 2 USB+1 USB C Ports, Multi Plug Extension Cord 6ft Heavy Duty, Accessories for Gaming, Studio, Home, Office, Desk Organizers\", \"asin\": \"B09FF5YV2T\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White\", \"asin\": \"B01MTYL3HS\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT 50-Amp Extension Cord for RV and EV (50 Feet) 4-Prong 250-Volt, Tesla Model 3/S/X/Y, NEMA 14-50P to 14-50R 6/3, 8/1 STW AWG Gauge Outdoor Auto Power Cord\", \"asin\": \"B0881C92SM\", \"price\": \"$198.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Flat Plug Extension Cord 5 FT, TESSAN Surge Protector Power Strip with 4 AC Outlets 1 USB C and 2 USB A Ports, 900 Joules Protection, Multiple Wall Outlet Extender Suitable for Home Office Dorm.\\\" Limited time Deal. Price was $19.11. Current price is $15.29 after 20% off. Eligible for Prime.\", \"asin\": \"B0BQ17FTKB\"},\n{\"title\": \"Go to detail page for \\\"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey.\\\" Limited time Deal. Price was $24.74. Current price is $18.97 after 23% off. Eligible for Prime.\", \"asin\": \"B0BLTYNJCK\"},\n{\"title\": \"Go to detail page for \\\"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials.\\\" sbx-creatives-price. Eligible for Prime.\", \"asin\": \"B0B5CNGKRH\"}],\n\"search_results\": [{\"title\": \"Amazon Basics Extension Cord, 15 Ft, 3 Prong Outlet Extender, Indoor Extension Cord, 13 Amps, 125V, Black\", \"asin\": \"B075BN4V7D\", \"price\": \"$9.66\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10 Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, White\", \"asin\": \"B0D14C9WKT\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White\", \"asin\": \"B09PDLBFKY\", \"price\": \"$8.49\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey\", \"asin\": \"B0BLTYNJCK\", \"price\": \"$18.97\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"16/3 Black Indoor Outdoor Extension Cord 10 Ft Waterproof, Heavy Duty Extension Cord with 3 Prong Grounded Plug,13A 1625W 16AWG SJTW, Flexible Weatherproof Power Cable for Offices, Gardens and Lawns\", \"asin\": \"B0DJGMCVCP\", \"price\": \"$7.79\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - 8 Outlets with 4 USB (2 USB C) Charging Ports, Multi Plug Outlet Extender, 5Ft Braided Extension Cord, Flat Plug Wall Mount Desk USB Charging Station for Home Office ETL\", \"asin\": \"B092J8LPWR\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White\", \"asin\": \"B09PDLBFKY\", \"price\": \"$8.49\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10Ft Extension Cord with Multiple Outlets, Flat Plug Power Strip Surge Protector with 10 Ft Long Cord, 6 Outlet 3 USB Ports (1 USB C), Multi Outlet Wall Plug for Travel, College, Dorm Room Essentials\", \"asin\": \"B0CKKLDZM8\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector - 6 Widely Outlets with 3 USB Ports (1 USB C), 3-Side Outlet Extender Strip, 5 Ft Extension Cord Flat Plug, Wall Mount Small Power Strip for Travel Home Office College Dorm\", \"asin\": \"B0B1DKN9HG\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"16/3 25 FT Outdoor Extension Cord Waterproof, Weatherproof & Flame Retardant Black 3 Prong Power Cord Outside for Lawn & Garden, 13 Amps 1625 Watts 125 VAC 16AWG SJTW, ETL Listed\", \"asin\": \"B0DJ1BVZGX\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Rectangular Indoor Extension Cord Power Strip, 3-Prong, Flat Plug, Grounded - 13 Amps, 1625 Watts, 125 VAC - 2-Pack, 6 ft, White\", \"asin\": \"B07BHSH7M6\", \"price\": \"$14.24\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - CHCORE 5Ft Braided Extension Cord with 8 Outlets with 4 USB (2 USB C) Charging Ports, Flat Plug Multi Plug Outlet Extender Charging Station for Home Office, ETL, White\", \"asin\": \"B0DC6GXZSV\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Indoor Extension Cord, 2 Prong 6 Feet Extension Cord, 3 Polarized Outlets with Safety Slide Windows,13A/1625W, 16 AWG, 2 Packs\", \"asin\": \"B0DCJH41Y1\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Plug Extension Cord 5 FT, TESSAN Surge Protector Power Strip with 4 AC Outlets 1 USB C and 2 USB A Ports, 900 Joules Protection, Multiple Wall Outlet Extender Suitable for Home Office Dorm\", \"asin\": \"B0BQ17FTKB\", \"price\": \"$15.29\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Black Surge Protector Power Strip, TESSAN Flat Plug Extension Cord 5 FT with 6 Outlets 3 USB Charger (1 USB C), 1700J Protection Multiple Outlets Charging Station for Home, Office, College Dorm Room\", \"asin\": \"B07HNWKS3S\", \"price\": \"$18.67\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10Ft Extension Cord Flat Plug Power Strip - Tcstei 3-Side Outlet Extender with 6 AC Outlets and 3 USB Ports (1 USB C), Compact for Home, Office, Dorm Room Essentials, ETL, White\", \"asin\": \"B0D95YXZPC\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"6Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, (Black)\", \"asin\": \"B08MTBCXWX\", \"price\": \"$9.98\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White\", \"asin\": \"B01MTYL3HS\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"16/3 Black Indoor Outdoor Extension Cord 10 Ft Waterproof, Heavy Duty Extension Cord with 3 Prong Grounded Plug,13A 1625W 16AWG SJTW, Flexible Weatherproof Power Cable for Offices, Gardens and Lawns\", \"asin\": \"B0DJGMCVCP\", \"price\": \"$7.79\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"SlimLine 2235 Indoor Flat Plug Extension Cord, 3 Foot Cord, Right Angled Plug, 16 gauge, 3 Polarized Outlets, 125 Volts, Space Saving Design, Neutral White Color, UL and CUL Listed\\u2026\", \"asin\": \"B000KKLMKW\", \"price\": \"$4.41\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"ITD ITANDA 10FT USB Extension Cable USB 3.0 Extension Cord Type A Male to Female5Gbps Data Transfer for Keyboard, Mouse, Playstation, Xbox, Flash Drive, Printer, Camera and More\", \"asin\": \"B08FJ8Z4TJ\", \"price\": \"$4.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials\", \"asin\": \"B0B5CNGKRH\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black\", \"asin\": \"B08P5LRY37\", \"price\": \"$15.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Plug Power Strip 10Ft Long Extension Cord, LeZone 4800J Surge Protector, 12 Outlets 2 USB C 2 USB Ports, Wall Mountable, PD20W Desk Charging Station, Black\", \"asin\": \"B0CN6V6M5F\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip 15 ft Cord, Flat Plug Extension Cord with 12 Outlets 3 USB Ports(2 USB C), Long Cord Power Strips with Surge Protection 15ft for Home Office Dorm Room Essentials\", \"asin\": \"B0DJSN6458\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Cruise Essentials - Flat Plug Power Strip, Addtam 5 ft Ultra Flat Extension Cord with 6 Outlets Extender, No Surge Protector for Cruise Ship, Travel, Dorm, Home Office, ETL Listed\", \"asin\": \"B0BWY8FBFP\", \"price\": \"$8.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"GE 6-Outlet Surge Protector, 10 Ft Extension Cord, Power Strip, 800 Joules, Flat Plug, Twist-to-Close Safety Covers, UL Listed, White, 14092\", \"asin\": \"B00DOMYL24\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"GE 3-Outlet Flat Extension Cord 8 Ft Grounded Extension Cord with Multiple Outlets 3 Prong Outlet Extender Flat Plug Power Strip Indoor Extension Cord 16 Gauge UL Listed White 50251\", \"asin\": \"B000FBPP8G\", \"price\": \"$11.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Extension Cord, 6 Ft, 3 Prong Outlet Extender, Indoor Extension Cord, 13 Amps, 125V, White\", \"asin\": \"B076K93FC4\", \"price\": \"$8.18\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"HUANCHAIN Indoor Outdoor Black Extension Cord 50 ft Waterproof, 16/3 Gauge Flexible Cold-Resistant Appliance Extension Cord Outside, 13A 1625W 16AWG SJTW, 3 Prong Heavy Duty Electric Cord, ETL\", \"asin\": \"B09TGQYRYT\", \"price\": \"$16.49\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White\", \"asin\": \"B01MTYL3HS\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey\", \"asin\": \"B0BLTYNJCK\", \"price\": \"$18.97\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"50 ft 12/3 Outdoor Extension Cord Waterproof Heavy Duty with Lighted Indicator End 12 Gauge 3 Prong, Flexible Cold-Resistant Long Power Cord Outside, 15Amp 1875W SJTW Yellow ETL Listed\", \"asin\": \"B0BMTJLMCK\", \"price\": \"$30.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Surge Protector Power Strip with 6ft Extension Cord, 6-Outlet, 790J Protection, Rectangle, White\", \"asin\": \"B00TP1C1UC\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - 10 FT Extension Cord, Power Strip with 12 Widely AC Outlet 3 USB, Flat Plug, Wall Mount Overload Protection, 1050J, Desk Charging Station for Home Office, ETL Listed\", \"asin\": \"B09YQZ2MMD\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed\", \"asin\": \"B09SG2Q23M\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"2 Pack Power Strip, 12FT Long Extension Cord, Surge Protector with 6 Outlets and 2 USB Charging Ports, Flat Plug Overload Protection, Extension Cord 10+ ft, Wall Mount for Home Office Dorm College\", \"asin\": \"B08NP57YRG\", \"price\": \"$28.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"100 ft 12/3 Outdoor Extension Cord Waterproof Heavy Duty with Lighted Indicator End 12 Gauge 3 Prong, Flexible Cold-Resistant Long Power Cord Outside, 15Amp 1875W SJTW Yellow ETL Listed\", \"asin\": \"B0BMTF22QG\", \"price\": \"$52.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black\", \"asin\": \"B08P5LRY37\", \"price\": \"$15.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"UltraPro 15 Ft Indoor Extension Cord 3 Outlet Extension Cords Outlet Power Strip Long Extension Cord with Multiple Outlets Grounded Heavy Duty Extension Cord 16 Gauge UL Listed Black 50786\", \"asin\": \"B08TLM6WKC\", \"price\": \"$11.44\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - Nuetsa Flat Plug Extension Cord with 8 Outlets and 4 USB Ports, 6 Feet Power Cord (1625W/13A), 2700 Joules, ETL Listed, Black\", \"asin\": \"B09F2XPJ47\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Extension Cord 15 ft, Surge Protector Power Strip with 6 Outlets 4 USB Charger(2 USB C Port), Flat Plug Outlet Extender, 1080 Joules Protection for Indoor, Home, Office Supplies, Dorm Room Essentials\", \"asin\": \"B09FLP98S2\", \"price\": \"$23.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Extension Cord 6 feet, Flat Plug Power Strip, 4 Widely Outlets with 3 USB Ports (2 USB C), 3 Side Outlet Extender with Extension Cord with Multiple Outlets for Home, Office, Dorm Room Essentials\", \"asin\": \"B0CYL6Z2Z1\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"HUANCHAIN Indoor Outdoor Black Extension Cord 25 ft Waterproof, 16/3 Gauge Flexible Cold-Resistant Appliance Cable Outside, 13A 1625W 16AWG SJTW, 3 Prong Heavy Duty Electric Cord, ETL\", \"asin\": \"B09TGS6KNF\", \"price\": \"$11.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"16/3 100 Ft Outdoor Extension Cord Waterproof, Weatherproof & Flame Retardant Black 3 Prong Power Cord Outside for Lawn & Garden, 10 Amps 1250 Watts 125 VAC 16AWG SJTW, ETL Listed\", \"asin\": \"B0DJ19STDX\", \"price\": \"$32.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - 6 Ft Flat Plug Extension Cord with 8 Widely Outlets and 4 USB Ports(1 USB C), 3 Side Outlet Extender for Home Office, White, ETL Listed\", \"asin\": \"B09Y8FRMQV\", \"price\": \"$9.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector, Olcorife Ultra Thin Flat Plug Extension Cord 5ft, 6 Outlets 3 USB Ports(1 USB C), 3 Sided Outlet Extender for Home Office Travel Dorm Room Essentials, White\", \"asin\": \"B0BJ1SWDNB\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Indoor Extension Cord, 2 Prong 6 Feet Extension Cord, 3 Polarized Outlets with Safety Slide Windows,13A/1625W, 16 AWG, 2 Packs\", \"asin\": \"B0DCJH41Y1\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Plug Extension Cord, 5ft Power Strip with 4 USB Ports(2 USB C), 4 Widely Outlets Extender, Wall Mount, Desk Charging Station for Office, School, Travel and Dorm Room Essentials, ETL Listed\", \"asin\": \"B0C5HT9LMP\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"GE 3-Outlet Power Strip Surge Protector 8 Ft Braided Long Cord Extension Cord Surge Protector Power Strip Flat Plug Extension Cord 250 Joules ETL Listed White 38433\", \"asin\": \"B073R2D51S\", \"price\": \"$12.85\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Anker Flat Plug Power Strip 300J, USB C Power Strip, 10-in-1 Ultra Thin Power Strip with 6 AC, 2 USB A and 2 USB C Ports,5feet Extension Cord, Desk Charging Station,Home Office College Dorm - Black\", \"asin\": \"B0CKR8NBJL\", \"price\": \"$25.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Rectangular Indoor Extension Cord Power Strip, 3-Prong, Flat Plug, Grounded - 13 Amps, 1625 Watts, 125 VAC - 2-Pack, 6 ft, White\", \"asin\": \"B07BHSH7M6\", \"price\": \"$14.24\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Southwire Outdoor Extension Cord, 50 Ft, 12 gauge 3 prong, Heavy Duty, SJTW Cord, Yellow, 2588\", \"asin\": \"B00004SQF4\", \"price\": \"$31.00\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector - Flat Plug, Wall Mount, 8 Wide Outlets with 4 USB Ports (2 USB C), 5FT Heavy Duty Extension Cord with Multiple Outlets, Charging Station Overload Protection for Home Dorm\", \"asin\": \"B0BF5DPG17\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector, 5Ft Extension Cord, 6 Outlets with 3 USB Ports(1 USB C Outlet), 3-Side Outlet Extender, Wall Mount, Compact for Travel, Home, School, College Dorm Room and Office\", \"asin\": \"B09Y5HT6HR\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Surge Protector Power Strip, 6-Outlet with 200J Protection, 2ft Extension Cord, Rectangle, Black (2 Pack)\", \"asin\": \"B014EKQ5AA\", \"price\": \"$9.10\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector, 5Ft Ultra Thin Flat Plug Extension Cord with Multiple Outlets, 8 Widely Outlet Extender with 4 USB Ports(2 USB C), 1080J Wall Mount for College Dorm Room Essentials Black\", \"asin\": \"B0C6XNMLX3\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Woods SlimLine Indoor Flat Extension Cord, 8 Ft, 16 Gauge Right Angle Plug, 3 Polarized Outlets, 125 Volts, White, 2241\", \"asin\": \"B000HJDATM\", \"price\": \"$7.92\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip, Extension Cord with Multiple Outlets, 5 Ft Ultra Thin Flat Plug 8 Outlets 4 USB Ports(2USB C),1080J Multi Plug Outlet Extender for Home Office College Dorm Room Essentials\", \"asin\": \"B0BVZCLW3R\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Woods 27603W 15-Foot Cube Extension Cord with Power Tap, White\", \"asin\": \"B003WYA2TK\", \"price\": \"$6.21\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"2 Pack Power Strip Surge Protector - 5 Widely Spaced Outlets 3 USB Charging Ports, 1875W/15A with 6Ft Braided Extension Cord, Flat Plug, Overload Surge Protection, Wall Mount for Home Office\", \"asin\": \"B08QYJMJQ3\", \"price\": \"$25.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Outdoor Extension Cord 25 FT Waterproof, 16/3 Gauge Black Heavy Duty 3 Prong Extension Cord, 13A 1625W SJTW, ETL Listed, Great for Garden and Home\", \"asin\": \"B0B7JH3RHL\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip 15 Ft Cord, Ultra Thin Flat Extension Cord with 8 Outlets 4 USB Ports(2 USB C), Flat Plug Power Strip, 15 Ft Long Braided Power Cord for Home, Office, Dorm Room Essentials\", \"asin\": \"B0CHMG5XHM\", \"price\": \"$18.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10 ft Extension Cord, Power Strip Surge Protector - 8 Widely AC Outlets 3 USB, Flat Plug, Desktop Charging Station with Overload Protection, Wall Mount for Home, Office, Travel, Computer ETL Listed\", \"asin\": \"B09Q33SJKW\", \"price\": \"$15.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:58:23.134Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": 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10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10Ft Extension Cord Flat Plug Power Strip - Tcstei 3-Side Outlet Extender with 6 AC Outlets and 3 USB Ports (1 USB C), Compact for Home, Office, Dorm Room Essentials, ETL, White\", \"asin\": \"B0D95YXZPC\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"6Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, (Black)\", \"asin\": \"B08MTBCXWX\", \"price\": \"$9.98\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White\", \"asin\": \"B01MTYL3HS\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"16/3 Black Indoor Outdoor Extension Cord 10 Ft Waterproof, Heavy Duty Extension Cord with 3 Prong Grounded Plug,13A 1625W 16AWG SJTW, Flexible Weatherproof Power Cable for Offices, Gardens and Lawns\", \"asin\": \"B0DJGMCVCP\", \"price\": \"$7.79\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"SlimLine 2235 Indoor Flat Plug Extension Cord, 3 Foot Cord, Right Angled Plug, 16 gauge, 3 Polarized Outlets, 125 Volts, Space Saving Design, Neutral White Color, UL and CUL Listed\\u2026\", \"asin\": \"B000KKLMKW\", \"price\": \"$4.41\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"ITD ITANDA 10FT USB Extension Cable USB 3.0 Extension Cord Type A Male to Female5Gbps Data Transfer for Keyboard, Mouse, Playstation, Xbox, Flash Drive, Printer, Camera and More\", \"asin\": \"B08FJ8Z4TJ\", \"price\": \"$4.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials\", \"asin\": \"B0B5CNGKRH\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black\", \"asin\": \"B08P5LRY37\", \"price\": \"$15.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Plug Power Strip 10Ft Long Extension Cord, LeZone 4800J Surge Protector, 12 Outlets 2 USB C 2 USB Ports, Wall Mountable, PD20W Desk Charging Station, Black\", \"asin\": \"B0CN6V6M5F\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip 15 ft Cord, Flat Plug Extension Cord with 12 Outlets 3 USB Ports(2 USB C), Long Cord Power Strips with Surge Protection 15ft for Home Office Dorm Room Essentials\", \"asin\": \"B0DJSN6458\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Cruise Essentials - Flat Plug Power Strip, Addtam 5 ft Ultra Flat Extension Cord with 6 Outlets Extender, No Surge Protector for Cruise Ship, Travel, Dorm, Home Office, ETL Listed\", \"asin\": \"B0BWY8FBFP\", \"price\": \"$8.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"GE 6-Outlet Surge Protector, 10 Ft Extension Cord, Power Strip, 800 Joules, Flat Plug, Twist-to-Close Safety Covers, UL Listed, White, 14092\", \"asin\": \"B00DOMYL24\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"GE 3-Outlet Flat Extension Cord 8 Ft Grounded Extension Cord with Multiple Outlets 3 Prong Outlet Extender Flat Plug Power Strip Indoor Extension Cord 16 Gauge UL Listed White 50251\", \"asin\": \"B000FBPP8G\", \"price\": \"$11.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Extension Cord, 6 Ft, 3 Prong Outlet Extender, Indoor Extension Cord, 13 Amps, 125V, White\", \"asin\": \"B076K93FC4\", \"price\": \"$8.18\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"HUANCHAIN Indoor Outdoor Black Extension Cord 50 ft Waterproof, 16/3 Gauge Flexible Cold-Resistant Appliance Extension Cord Outside, 13A 1625W 16AWG SJTW, 3 Prong Heavy Duty Electric Cord, ETL\", \"asin\": \"B09TGQYRYT\", \"price\": \"$16.49\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White\", \"asin\": \"B01MTYL3HS\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey\", \"asin\": \"B0BLTYNJCK\", \"price\": \"$18.97\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"50 ft 12/3 Outdoor Extension Cord Waterproof Heavy Duty with Lighted Indicator End 12 Gauge 3 Prong, Flexible Cold-Resistant Long Power Cord Outside, 15Amp 1875W SJTW Yellow ETL Listed\", \"asin\": \"B0BMTJLMCK\", \"price\": \"$30.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Surge Protector Power Strip with 6ft Extension Cord, 6-Outlet, 790J Protection, Rectangle, White\", \"asin\": \"B00TP1C1UC\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - 10 FT Extension Cord, Power Strip with 12 Widely AC Outlet 3 USB, Flat Plug, Wall Mount Overload Protection, 1050J, Desk Charging Station for Home Office, ETL Listed\", \"asin\": \"B09YQZ2MMD\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed\", \"asin\": \"B09SG2Q23M\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"2 Pack Power Strip, 12FT Long Extension Cord, Surge Protector with 6 Outlets and 2 USB Charging Ports, Flat Plug Overload Protection, Extension Cord 10+ ft, Wall Mount for Home Office Dorm College\", \"asin\": \"B08NP57YRG\", \"price\": \"$28.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"100 ft 12/3 Outdoor Extension Cord Waterproof Heavy Duty with Lighted Indicator End 12 Gauge 3 Prong, Flexible Cold-Resistant Long Power Cord Outside, 15Amp 1875W SJTW Yellow ETL Listed\", \"asin\": \"B0BMTF22QG\", \"price\": \"$52.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black\", \"asin\": \"B08P5LRY37\", \"price\": \"$15.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"UltraPro 15 Ft Indoor Extension Cord 3 Outlet Extension Cords Outlet Power Strip Long Extension Cord with Multiple Outlets Grounded Heavy Duty Extension Cord 16 Gauge UL Listed Black 50786\", \"asin\": \"B08TLM6WKC\", \"price\": \"$11.44\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - Nuetsa Flat Plug Extension Cord with 8 Outlets and 4 USB Ports, 6 Feet Power Cord (1625W/13A), 2700 Joules, ETL Listed, Black\", \"asin\": \"B09F2XPJ47\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Extension Cord 15 ft, Surge Protector Power Strip with 6 Outlets 4 USB Charger(2 USB C Port), Flat Plug Outlet Extender, 1080 Joules Protection for Indoor, Home, Office Supplies, Dorm Room Essentials\", \"asin\": \"B09FLP98S2\", \"price\": \"$23.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Extension Cord 6 feet, Flat Plug Power Strip, 4 Widely Outlets with 3 USB Ports (2 USB C), 3 Side Outlet Extender with Extension Cord with Multiple Outlets for Home, Office, Dorm Room Essentials\", \"asin\": \"B0CYL6Z2Z1\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"HUANCHAIN Indoor Outdoor Black Extension Cord 25 ft Waterproof, 16/3 Gauge Flexible Cold-Resistant Appliance Cable Outside, 13A 1625W 16AWG SJTW, 3 Prong Heavy Duty Electric Cord, ETL\", \"asin\": \"B09TGS6KNF\", \"price\": \"$11.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"16/3 100 Ft Outdoor Extension Cord Waterproof, Weatherproof & Flame Retardant Black 3 Prong Power Cord Outside for Lawn & Garden, 10 Amps 1250 Watts 125 VAC 16AWG SJTW, ETL Listed\", \"asin\": \"B0DJ19STDX\", \"price\": \"$32.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - 6 Ft Flat Plug Extension Cord with 8 Widely Outlets and 4 USB Ports(1 USB C), 3 Side Outlet Extender for Home Office, White, ETL Listed\", \"asin\": \"B09Y8FRMQV\", \"price\": \"$9.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector, Olcorife Ultra Thin Flat Plug Extension Cord 5ft, 6 Outlets 3 USB Ports(1 USB C), 3 Sided Outlet Extender for Home Office Travel Dorm Room Essentials, White\", \"asin\": \"B0BJ1SWDNB\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Indoor Extension Cord, 2 Prong 6 Feet Extension Cord, 3 Polarized Outlets with Safety Slide Windows,13A/1625W, 16 AWG, 2 Packs\", \"asin\": \"B0DCJH41Y1\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Plug Extension Cord, 5ft Power Strip with 4 USB Ports(2 USB C), 4 Widely Outlets Extender, Wall Mount, Desk Charging Station for Office, School, Travel and Dorm Room Essentials, ETL Listed\", \"asin\": \"B0C5HT9LMP\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"GE 3-Outlet Power Strip Surge Protector 8 Ft Braided Long Cord Extension Cord Surge Protector Power Strip Flat Plug Extension Cord 250 Joules ETL Listed White 38433\", \"asin\": \"B073R2D51S\", \"price\": \"$12.85\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Anker Flat Plug Power Strip 300J, USB C Power Strip, 10-in-1 Ultra Thin Power Strip with 6 AC, 2 USB A and 2 USB C Ports,5feet Extension Cord, Desk Charging Station,Home Office College Dorm - Black\", \"asin\": \"B0CKR8NBJL\", \"price\": \"$25.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Rectangular Indoor Extension Cord Power Strip, 3-Prong, Flat Plug, Grounded - 13 Amps, 1625 Watts, 125 VAC - 2-Pack, 6 ft, White\", \"asin\": \"B07BHSH7M6\", \"price\": \"$14.24\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Southwire Outdoor Extension Cord, 50 Ft, 12 gauge 3 prong, Heavy Duty, SJTW Cord, Yellow, 2588\", \"asin\": \"B00004SQF4\", \"price\": \"$31.00\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector - Flat Plug, Wall Mount, 8 Wide Outlets with 4 USB Ports (2 USB C), 5FT Heavy Duty Extension Cord with Multiple Outlets, Charging Station Overload Protection for Home Dorm\", \"asin\": \"B0BF5DPG17\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector, 5Ft Extension Cord, 6 Outlets with 3 USB Ports(1 USB C Outlet), 3-Side Outlet Extender, Wall Mount, Compact for Travel, Home, School, College Dorm Room and Office\", \"asin\": \"B09Y5HT6HR\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Surge Protector Power Strip, 6-Outlet with 200J Protection, 2ft Extension Cord, Rectangle, Black (2 Pack)\", \"asin\": \"B014EKQ5AA\", \"price\": \"$9.10\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector, 5Ft Ultra Thin Flat Plug Extension Cord with Multiple Outlets, 8 Widely Outlet Extender with 4 USB Ports(2 USB C), 1080J Wall Mount for College Dorm Room Essentials Black\", \"asin\": \"B0C6XNMLX3\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Woods SlimLine Indoor Flat Extension Cord, 8 Ft, 16 Gauge Right Angle Plug, 3 Polarized Outlets, 125 Volts, White, 2241\", \"asin\": \"B000HJDATM\", \"price\": \"$7.92\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip, Extension Cord with Multiple Outlets, 5 Ft Ultra Thin Flat Plug 8 Outlets 4 USB Ports(2USB C),1080J Multi Plug Outlet Extender for Home Office College Dorm Room Essentials\", \"asin\": \"B0BVZCLW3R\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Woods 27603W 15-Foot Cube Extension Cord with Power Tap, White\", \"asin\": \"B003WYA2TK\", \"price\": \"$6.21\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"2 Pack Power Strip Surge Protector - 5 Widely Spaced Outlets 3 USB Charging Ports, 1875W/15A with 6Ft Braided Extension Cord, Flat Plug, Overload Surge Protection, Wall Mount for Home Office\", \"asin\": \"B08QYJMJQ3\", \"price\": \"$25.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Outdoor Extension Cord 25 FT Waterproof, 16/3 Gauge Black Heavy Duty 3 Prong Extension Cord, 13A 1625W SJTW, ETL Listed, Great for Garden and Home\", \"asin\": \"B0B7JH3RHL\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip 15 Ft Cord, Ultra Thin Flat Extension Cord with 8 Outlets 4 USB Ports(2 USB C), Flat Plug Power Strip, 15 Ft Long Braided Power Cord for Home, Office, Dorm Room Essentials\", \"asin\": \"B0CHMG5XHM\", \"price\": \"$18.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10 ft Extension Cord, Power Strip Surge Protector - 8 Widely AC Outlets 3 USB, Flat Plug, Desktop Charging Station with Overload Protection, Wall Mount for Home, Office, Travel, Computer ETL Listed\", \"asin\": \"B09Q33SJKW\", \"price\": \"$15.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:58:23.266Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T20:58:23.266Z
|
click
|
search
|
rule
|
train
| 1,299 |
2025-04-11T20:58:23.266Z
|
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": "2025-04-07T18:20:58.895Z", "action": "click_product", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:21:07.489Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:09.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:11.554Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:20.876Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:23.221Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:26.657Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:28.786Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:33.343Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:34.956Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:37.571Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:21:40.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:00.904Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:22:05.849Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:11.128Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:22.832Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:23.064Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:37.777Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:23:51.588Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:24:03.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:34.381Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T18:28:55.536Z", "action": "purchase", "action_argument": "B09TQY66NH"}
{"timestamp": "2025-04-07T18:29:17.580Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:24.162Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T18:29:25.277Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-07T19:14:18.292Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T20:15:33.578Z", "action": "click_product", "action_argument": "B000VOPG0E"}
{"timestamp": "2025-04-08T20:15:51.067Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:53.952Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T20:15:54.521Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T03:49:53.180Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:50:31.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:27.999Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:53:41.354Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:04.938Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:54:47.156Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:03.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T03:55:14.375Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T19:41:05.616Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:42:30.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-11T19:42:44.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T19:43:31.289Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T19:44:14.384Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T20:08:21.248Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:08:23.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T20:08:27.771Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T20:08:38.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-11T20:56:29.975Z", "action": "input", "action_argument": "hair cutting scissors"}
{"timestamp": "2025-04-11T20:56:47.908Z", "action": "input", "action_argument": "hair cutting scissors ayuliky"}
{"timestamp": "2025-04-11T20:56:48.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:56:53.291Z", "action": "input", "action_argument": "hair cutting scissors set ayuliky"}
{"timestamp": "2025-04-11T20:56:53.698Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T20:57:10.187Z", "action": "click_product", "action_argument": "B0CZDFXDPQ"}
{"timestamp": "2025-04-11T20:57:17.933Z", "action": "purchase", "action_argument": "B0CZDFXDPQ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T20:57:54.793Z", "action": "input", "action_argument": "extension cords"}
{"timestamp": "2025-04-11T20:58:23.134Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "extension cords"}],
"cart_items": [{"title": "Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults", "asin": "B0CZDFXDPQ", "price": "$12.89", "quantity": "1"},
{"title": "SENSYNE 62\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera", "asin": "B09TQY66NH", "price": "$19.99", "quantity": "1"}],
"promotion_items": [{"title": "Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey", "asin": "B0BLTYNJCK", "price": "$18.97", "quantity": ""},
{"title": "TROND Surge Protector Power Strip, 4000 Joules, ETL Listed, 13 Widely-Spaced Outlets Expansion with USB C Ports, Low-Profile Flat Plug, Wall Mountable, 5ft Extension Cord, 14AWG Heavy Duty, Black", "asin": "B08BJWRZGY", "price": "$29.98", "quantity": ""},
{"title": "Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black", "asin": "B08P5LRY37", "price": "$15.98", "quantity": ""},
{"title": "Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials", "asin": "B0B5CNGKRH", "price": "$19.99", "quantity": ""},
{"title": "", "asin": "B07HNWKS3S", "price": "", "quantity": ""},
{"title": "", "asin": "B0BQ17FTKB", "price": "", "quantity": ""},
{"title": "Surge Protector Power Strip, SUPERDANNY 18 AC Outlets with 4 USB Ports, 1875W/15A, 2100J, 6.5FT Flat Plug Heavy Duty Extension Cord with Wall Mount Holes for Home, Office, Gaming Room,Dorm, Black", "asin": "B0CC1KKJ1J", "price": "$19.18", "quantity": ""},
{"title": "Power Strip Tower with Wireless Charger, Flat Plug Surge Protector Tower with 6FT Extension Cord, 12 AC Multiple Outlets, 4 USB (2 USB C),15W Wireless Charging Power Tower for Home Office Dorm, White", "asin": "B0DF55HV2Z", "price": "$26.24", "quantity": ""},
{"title": "Tower Power Strip Flat Plug with 11 Outlets 3 USB (1 USB C), TESSAN Surge Protector Tower 1625W/13A,1050J Protection, 6 Feet Extension Cord with Multiple Outlets, Office Desk Supplies, Dorm Essentials", "asin": "B092Q99N22", "price": "$29.99", "quantity": ""},
{"title": "Power Strip 23 in 1, 20 Outlets Surge Protector Wall Mount with 2 USB+1 USB C Ports, Multi Plug Extension Cord 6ft Heavy Duty, Accessories for Gaming, Studio, Home, Office, Desk Organizers", "asin": "B09FF5YV2T", "price": "$19.99", "quantity": ""},
{"title": "[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White", "asin": "B01MTYL3HS", "price": "$9.99", "quantity": ""},
{"title": "GearIT 50-Amp Extension Cord for RV and EV (50 Feet) 4-Prong 250-Volt, Tesla Model 3/S/X/Y, NEMA 14-50P to 14-50R 6/3, 8/1 STW AWG Gauge Outdoor Auto Power Cord", "asin": "B0881C92SM", "price": "$198.00", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"Flat Plug Extension Cord 5 FT, TESSAN Surge Protector Power Strip with 4 AC Outlets 1 USB C and 2 USB A Ports, 900 Joules Protection, Multiple Wall Outlet Extender Suitable for Home Office Dorm.\" Limited time Deal. Price was $19.11. Current price is $15.29 after 20% off. Eligible for Prime.", "asin": "B0BQ17FTKB"},
{"title": "Go to detail page for \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey.\" Limited time Deal. Price was $24.74. Current price is $18.97 after 23% off. Eligible for Prime.", "asin": "B0BLTYNJCK"},
{"title": "Go to detail page for \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials.\" sbx-creatives-price. Eligible for Prime.", "asin": "B0B5CNGKRH"}],
"search_results": [{"title": "Amazon Basics Extension Cord, 15 Ft, 3 Prong Outlet Extender, Indoor Extension Cord, 13 Amps, 125V, Black", "asin": "B075BN4V7D", "price": "$9.66", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "10 Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, White", "asin": "B0D14C9WKT", "price": "$13.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White", "asin": "B09PDLBFKY", "price": "$8.49", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey", "asin": "B0BLTYNJCK", "price": "$18.97", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "16/3 Black Indoor Outdoor Extension Cord 10 Ft Waterproof, Heavy Duty Extension Cord with 3 Prong Grounded Plug,13A 1625W 16AWG SJTW, Flexible Weatherproof Power Cable for Offices, Gardens and Lawns", "asin": "B0DJGMCVCP", "price": "$7.79", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip - 8 Outlets with 4 USB (2 USB C) Charging Ports, Multi Plug Outlet Extender, 5Ft Braided Extension Cord, Flat Plug Wall Mount Desk USB Charging Station for Home Office ETL", "asin": "B092J8LPWR", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White", "asin": "B09PDLBFKY", "price": "$8.49", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "10Ft Extension Cord with Multiple Outlets, Flat Plug Power Strip Surge Protector with 10 Ft Long Cord, 6 Outlet 3 USB Ports (1 USB C), Multi Outlet Wall Plug for Travel, College, Dorm Room Essentials", "asin": "B0CKKLDZM8", "price": "$14.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Power Strip Surge Protector - 6 Widely Outlets with 3 USB Ports (1 USB C), 3-Side Outlet Extender Strip, 5 Ft Extension Cord Flat Plug, Wall Mount Small Power Strip for Travel Home Office College Dorm", "asin": "B0B1DKN9HG", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "16/3 25 FT Outdoor Extension Cord Waterproof, Weatherproof & Flame Retardant Black 3 Prong Power Cord Outside for Lawn & Garden, 13 Amps 1625 Watts 125 VAC 16AWG SJTW, ETL Listed", "asin": "B0DJ1BVZGX", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Rectangular Indoor Extension Cord Power Strip, 3-Prong, Flat Plug, Grounded - 13 Amps, 1625 Watts, 125 VAC - 2-Pack, 6 ft, White", "asin": "B07BHSH7M6", "price": "$14.24", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip - CHCORE 5Ft Braided Extension Cord with 8 Outlets with 4 USB (2 USB C) Charging Ports, Flat Plug Multi Plug Outlet Extender Charging Station for Home Office, ETL, White", "asin": "B0DC6GXZSV", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Indoor Extension Cord, 2 Prong 6 Feet Extension Cord, 3 Polarized Outlets with Safety Slide Windows,13A/1625W, 16 AWG, 2 Packs", "asin": "B0DCJH41Y1", "price": "$8.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Flat Plug Extension Cord 5 FT, TESSAN Surge Protector Power Strip with 4 AC Outlets 1 USB C and 2 USB A Ports, 900 Joules Protection, Multiple Wall Outlet Extender Suitable for Home Office Dorm", "asin": "B0BQ17FTKB", "price": "$15.29", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Black Surge Protector Power Strip, TESSAN Flat Plug Extension Cord 5 FT with 6 Outlets 3 USB Charger (1 USB C), 1700J Protection Multiple Outlets Charging Station for Home, Office, College Dorm Room", "asin": "B07HNWKS3S", "price": "$18.67", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "10Ft Extension Cord Flat Plug Power Strip - Tcstei 3-Side Outlet Extender with 6 AC Outlets and 3 USB Ports (1 USB C), Compact for Home, Office, Dorm Room Essentials, ETL, White", "asin": "B0D95YXZPC", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "6Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, (Black)", "asin": "B08MTBCXWX", "price": "$9.98", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White", "asin": "B01MTYL3HS", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "16/3 Black Indoor Outdoor Extension Cord 10 Ft Waterproof, Heavy Duty Extension Cord with 3 Prong Grounded Plug,13A 1625W 16AWG SJTW, Flexible Weatherproof Power Cable for Offices, Gardens and Lawns", "asin": "B0DJGMCVCP", "price": "$7.79", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "SlimLine 2235 Indoor Flat Plug Extension Cord, 3 Foot Cord, Right Angled Plug, 16 gauge, 3 Polarized Outlets, 125 Volts, Space Saving Design, Neutral White Color, UL and CUL Listed\u2026", "asin": "B000KKLMKW", "price": "$4.41", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "ITD ITANDA 10FT USB Extension Cable USB 3.0 Extension Cord Type A Male to Female5Gbps Data Transfer for Keyboard, Mouse, Playstation, Xbox, Flash Drive, Printer, Camera and More", "asin": "B08FJ8Z4TJ", "price": "$4.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials", "asin": "B0B5CNGKRH", "price": "$19.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black", "asin": "B08P5LRY37", "price": "$15.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Flat Plug Power Strip 10Ft Long Extension Cord, LeZone 4800J Surge Protector, 12 Outlets 2 USB C 2 USB Ports, Wall Mountable, PD20W Desk Charging Station, Black", "asin": "B0CN6V6M5F", "price": "$19.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip 15 ft Cord, Flat Plug Extension Cord with 12 Outlets 3 USB Ports(2 USB C), Long Cord Power Strips with Surge Protection 15ft for Home Office Dorm Room Essentials", "asin": "B0DJSN6458", "price": "$19.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Cruise Essentials - Flat Plug Power Strip, Addtam 5 ft Ultra Flat Extension Cord with 6 Outlets Extender, No Surge Protector for Cruise Ship, Travel, Dorm, Home Office, ETL Listed", "asin": "B0BWY8FBFP", "price": "$8.48", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "GE 6-Outlet Surge Protector, 10 Ft Extension Cord, Power Strip, 800 Joules, Flat Plug, Twist-to-Close Safety Covers, UL Listed, White, 14092", "asin": "B00DOMYL24", "price": "$13.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "GE 3-Outlet Flat Extension Cord 8 Ft Grounded Extension Cord with Multiple Outlets 3 Prong Outlet Extender Flat Plug Power Strip Indoor Extension Cord 16 Gauge UL Listed White 50251", "asin": "B000FBPP8G", "price": "$11.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Extension Cord, 6 Ft, 3 Prong Outlet Extender, Indoor Extension Cord, 13 Amps, 125V, White", "asin": "B076K93FC4", "price": "$8.18", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "HUANCHAIN Indoor Outdoor Black Extension Cord 50 ft Waterproof, 16/3 Gauge Flexible Cold-Resistant Appliance Extension Cord Outside, 13A 1625W 16AWG SJTW, 3 Prong Heavy Duty Electric Cord, ETL", "asin": "B09TGQYRYT", "price": "$16.49", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White", "asin": "B01MTYL3HS", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey", "asin": "B0BLTYNJCK", "price": "$18.97", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "50 ft 12/3 Outdoor Extension Cord Waterproof Heavy Duty with Lighted Indicator End 12 Gauge 3 Prong, Flexible Cold-Resistant Long Power Cord Outside, 15Amp 1875W SJTW Yellow ETL Listed", "asin": "B0BMTJLMCK", "price": "$30.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Surge Protector Power Strip with 6ft Extension Cord, 6-Outlet, 790J Protection, Rectangle, White", "asin": "B00TP1C1UC", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip - 10 FT Extension Cord, Power Strip with 12 Widely AC Outlet 3 USB, Flat Plug, Wall Mount Overload Protection, 1050J, Desk Charging Station for Home Office, ETL Listed", "asin": "B09YQZ2MMD", "price": "$16.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed", "asin": "B09SG2Q23M", "price": "$29.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "2 Pack Power Strip, 12FT Long Extension Cord, Surge Protector with 6 Outlets and 2 USB Charging Ports, Flat Plug Overload Protection, Extension Cord 10+ ft, Wall Mount for Home Office Dorm College", "asin": "B08NP57YRG", "price": "$28.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "100 ft 12/3 Outdoor Extension Cord Waterproof Heavy Duty with Lighted Indicator End 12 Gauge 3 Prong, Flexible Cold-Resistant Long Power Cord Outside, 15Amp 1875W SJTW Yellow ETL Listed", "asin": "B0BMTF22QG", "price": "$52.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16"},
{"title": "Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black", "asin": "B08P5LRY37", "price": "$15.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "UltraPro 15 Ft Indoor Extension Cord 3 Outlet Extension Cords Outlet Power Strip Long Extension Cord with Multiple Outlets Grounded Heavy Duty Extension Cord 16 Gauge UL Listed Black 50786", "asin": "B08TLM6WKC", "price": "$11.44", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip - Nuetsa Flat Plug Extension Cord with 8 Outlets and 4 USB Ports, 6 Feet Power Cord (1625W/13A), 2700 Joules, ETL Listed, Black", "asin": "B09F2XPJ47", "price": "$16.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Extension Cord 15 ft, Surge Protector Power Strip with 6 Outlets 4 USB Charger(2 USB C Port), Flat Plug Outlet Extender, 1080 Joules Protection for Indoor, Home, Office Supplies, Dorm Room Essentials", "asin": "B09FLP98S2", "price": "$23.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Flat Extension Cord 6 feet, Flat Plug Power Strip, 4 Widely Outlets with 3 USB Ports (2 USB C), 3 Side Outlet Extender with Extension Cord with Multiple Outlets for Home, Office, Dorm Room Essentials", "asin": "B0CYL6Z2Z1", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "HUANCHAIN Indoor Outdoor Black Extension Cord 25 ft Waterproof, 16/3 Gauge Flexible Cold-Resistant Appliance Cable Outside, 13A 1625W 16AWG SJTW, 3 Prong Heavy Duty Electric Cord, ETL", "asin": "B09TGS6KNF", "price": "$11.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "16/3 100 Ft Outdoor Extension Cord Waterproof, Weatherproof & Flame Retardant Black 3 Prong Power Cord Outside for Lawn & Garden, 10 Amps 1250 Watts 125 VAC 16AWG SJTW, ETL Listed", "asin": "B0DJ19STDX", "price": "$32.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip - 6 Ft Flat Plug Extension Cord with 8 Widely Outlets and 4 USB Ports(1 USB C), 3 Side Outlet Extender for Home Office, White, ETL Listed", "asin": "B09Y8FRMQV", "price": "$9.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Power Strip Surge Protector, Olcorife Ultra Thin Flat Plug Extension Cord 5ft, 6 Outlets 3 USB Ports(1 USB C), 3 Sided Outlet Extender for Home Office Travel Dorm Room Essentials, White", "asin": "B0BJ1SWDNB", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Indoor Extension Cord, 2 Prong 6 Feet Extension Cord, 3 Polarized Outlets with Safety Slide Windows,13A/1625W, 16 AWG, 2 Packs", "asin": "B0DCJH41Y1", "price": "$8.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Flat Plug Extension Cord, 5ft Power Strip with 4 USB Ports(2 USB C), 4 Widely Outlets Extender, Wall Mount, Desk Charging Station for Office, School, Travel and Dorm Room Essentials, ETL Listed", "asin": "B0C5HT9LMP", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "GE 3-Outlet Power Strip Surge Protector 8 Ft Braided Long Cord Extension Cord Surge Protector Power Strip Flat Plug Extension Cord 250 Joules ETL Listed White 38433", "asin": "B073R2D51S", "price": "$12.85", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Anker Flat Plug Power Strip 300J, USB C Power Strip, 10-in-1 Ultra Thin Power Strip with 6 AC, 2 USB A and 2 USB C Ports,5feet Extension Cord, Desk Charging Station,Home Office College Dorm - Black", "asin": "B0CKR8NBJL", "price": "$25.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Rectangular Indoor Extension Cord Power Strip, 3-Prong, Flat Plug, Grounded - 13 Amps, 1625 Watts, 125 VAC - 2-Pack, 6 ft, White", "asin": "B07BHSH7M6", "price": "$14.24", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Southwire Outdoor Extension Cord, 50 Ft, 12 gauge 3 prong, Heavy Duty, SJTW Cord, Yellow, 2588", "asin": "B00004SQF4", "price": "$31.00", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Power Strip Surge Protector - Flat Plug, Wall Mount, 8 Wide Outlets with 4 USB Ports (2 USB C), 5FT Heavy Duty Extension Cord with Multiple Outlets, Charging Station Overload Protection for Home Dorm", "asin": "B0BF5DPG17", "price": "$9.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Power Strip Surge Protector, 5Ft Extension Cord, 6 Outlets with 3 USB Ports(1 USB C Outlet), 3-Side Outlet Extender, Wall Mount, Compact for Travel, Home, School, College Dorm Room and Office", "asin": "B09Y5HT6HR", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Surge Protector Power Strip, 6-Outlet with 200J Protection, 2ft Extension Cord, Rectangle, Black (2 Pack)", "asin": "B014EKQ5AA", "price": "$9.10", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Power Strip Surge Protector, 5Ft Ultra Thin Flat Plug Extension Cord with Multiple Outlets, 8 Widely Outlet Extender with 4 USB Ports(2 USB C), 1080J Wall Mount for College Dorm Room Essentials Black", "asin": "B0C6XNMLX3", "price": "$12.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Woods SlimLine Indoor Flat Extension Cord, 8 Ft, 16 Gauge Right Angle Plug, 3 Polarized Outlets, 125 Volts, White, 2241", "asin": "B000HJDATM", "price": "$7.92", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip, Extension Cord with Multiple Outlets, 5 Ft Ultra Thin Flat Plug 8 Outlets 4 USB Ports(2USB C),1080J Multi Plug Outlet Extender for Home Office College Dorm Room Essentials", "asin": "B0BVZCLW3R", "price": "$12.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Woods 27603W 15-Foot Cube Extension Cord with Power Tap, White", "asin": "B003WYA2TK", "price": "$6.21", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "2 Pack Power Strip Surge Protector - 5 Widely Spaced Outlets 3 USB Charging Ports, 1875W/15A with 6Ft Braided Extension Cord, Flat Plug, Overload Surge Protection, Wall Mount for Home Office", "asin": "B08QYJMJQ3", "price": "$25.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Outdoor Extension Cord 25 FT Waterproof, 16/3 Gauge Black Heavy Duty 3 Prong Extension Cord, 13A 1625W SJTW, ETL Listed, Great for Garden and Home", "asin": "B0B7JH3RHL", "price": "$12.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "Surge Protector Power Strip 15 Ft Cord, Ultra Thin Flat Extension Cord with 8 Outlets 4 USB Ports(2 USB C), Flat Plug Power Strip, 15 Ft Long Braided Power Cord for Home, Office, Dorm Room Essentials", "asin": "B0CHMG5XHM", "price": "$18.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"},
{"title": "10 ft Extension Cord, Power Strip Surge Protector - 8 Widely AC Outlets 3 USB, Flat Plug, Desktop Charging Station with Overload Protection, Wall Mount for Home, Office, Travel, Computer ETL Listed", "asin": "B09Q33SJKW", "price": "$15.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T20:58:23.266Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T20:58:23.266Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T20:58:23.266Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1299,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T18:20:58.895Z\", \"action\": \"click_product\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:21:07.489Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:09.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:11.554Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:20.876Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:23.221Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:26.657Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:28.786Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:33.343Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:34.956Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:37.571Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:21:40.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:00.904Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:22:05.849Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:11.128Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:22.832Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:23.064Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:37.777Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:23:51.588Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:24:03.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:34.381Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T18:28:55.536Z\", \"action\": \"purchase\", \"action_argument\": \"B09TQY66NH\"}\n{\"timestamp\": \"2025-04-07T18:29:17.580Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:24.162Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T18:29:25.277Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-07T19:14:18.292Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T20:15:33.578Z\", \"action\": \"click_product\", \"action_argument\": \"B000VOPG0E\"}\n{\"timestamp\": \"2025-04-08T20:15:51.067Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:53.952Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T20:15:54.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T03:49:53.180Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:50:31.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:27.999Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:53:41.354Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:04.938Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:54:47.156Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:03.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T03:55:14.375Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T19:41:05.616Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:42:30.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-11T19:42:44.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T19:43:31.289Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T19:44:14.384Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T20:08:21.248Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:08:23.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T20:08:27.771Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T20:08:38.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-11T20:56:29.975Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors\"}\n{\"timestamp\": \"2025-04-11T20:56:47.908Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:48.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:56:53.291Z\", \"action\": \"input\", \"action_argument\": \"hair cutting scissors set ayuliky\"}\n{\"timestamp\": \"2025-04-11T20:56:53.698Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T20:57:10.187Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZDFXDPQ\"}\n{\"timestamp\": \"2025-04-11T20:57:17.933Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZDFXDPQ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T20:57:54.793Z\", \"action\": \"input\", \"action_argument\": \"extension cords\"}\n{\"timestamp\": \"2025-04-11T20:58:23.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"extension cords\"}],\n\"cart_items\": [{\"title\": \"Hair Cutting Scissors Shears Kits, 15 Pcs Professional Hairdressing Scissors Set, Stainless Steel Hairdressing Shears Set Professional Thinning Scissors for Barber/Salon/Home/Men/Women/Kids/Adults\", \"asin\": \"B0CZDFXDPQ\", \"price\": \"$12.89\", \"quantity\": \"1\"},\n{\"title\": \"SENSYNE 62\\\" Phone Tripod & Selfie Stick, Extendable Cell Phone Tripod Stand with Wireless Remote and Phone Holder, Compatible with iPhone Android Phone, Camera\", \"asin\": \"B09TQY66NH\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey\", \"asin\": \"B0BLTYNJCK\", \"price\": \"$18.97\", \"quantity\": \"\"},\n{\"title\": \"TROND Surge Protector Power Strip, 4000 Joules, ETL Listed, 13 Widely-Spaced Outlets Expansion with USB C Ports, Low-Profile Flat Plug, Wall Mountable, 5ft Extension Cord, 14AWG Heavy Duty, Black\", \"asin\": \"B08BJWRZGY\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black\", \"asin\": \"B08P5LRY37\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials\", \"asin\": \"B0B5CNGKRH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HNWKS3S\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BQ17FTKB\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Surge Protector Power Strip, SUPERDANNY 18 AC Outlets with 4 USB Ports, 1875W/15A, 2100J, 6.5FT Flat Plug Heavy Duty Extension Cord with Wall Mount Holes for Home, Office, Gaming Room,Dorm, Black\", \"asin\": \"B0CC1KKJ1J\", \"price\": \"$19.18\", \"quantity\": \"\"},\n{\"title\": \"Power Strip Tower with Wireless Charger, Flat Plug Surge Protector Tower with 6FT Extension Cord, 12 AC Multiple Outlets, 4 USB (2 USB C),15W Wireless Charging Power Tower for Home Office Dorm, White\", \"asin\": \"B0DF55HV2Z\", \"price\": \"$26.24\", \"quantity\": \"\"},\n{\"title\": \"Tower Power Strip Flat Plug with 11 Outlets 3 USB (1 USB C), TESSAN Surge Protector Tower 1625W/13A,1050J Protection, 6 Feet Extension Cord with Multiple Outlets, Office Desk Supplies, Dorm Essentials\", \"asin\": \"B092Q99N22\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Power Strip 23 in 1, 20 Outlets Surge Protector Wall Mount with 2 USB+1 USB C Ports, Multi Plug Extension Cord 6ft Heavy Duty, Accessories for Gaming, Studio, Home, Office, Desk Organizers\", \"asin\": \"B09FF5YV2T\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White\", \"asin\": \"B01MTYL3HS\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"GearIT 50-Amp Extension Cord for RV and EV (50 Feet) 4-Prong 250-Volt, Tesla Model 3/S/X/Y, NEMA 14-50P to 14-50R 6/3, 8/1 STW AWG Gauge Outdoor Auto Power Cord\", \"asin\": \"B0881C92SM\", \"price\": \"$198.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Flat Plug Extension Cord 5 FT, TESSAN Surge Protector Power Strip with 4 AC Outlets 1 USB C and 2 USB A Ports, 900 Joules Protection, Multiple Wall Outlet Extender Suitable for Home Office Dorm.\\\" Limited time Deal. Price was $19.11. Current price is $15.29 after 20% off. Eligible for Prime.\", \"asin\": \"B0BQ17FTKB\"},\n{\"title\": \"Go to detail page for \\\"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey.\\\" Limited time Deal. Price was $24.74. Current price is $18.97 after 23% off. Eligible for Prime.\", \"asin\": \"B0BLTYNJCK\"},\n{\"title\": \"Go to detail page for \\\"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials.\\\" sbx-creatives-price. Eligible for Prime.\", \"asin\": \"B0B5CNGKRH\"}],\n\"search_results\": [{\"title\": \"Amazon Basics Extension Cord, 15 Ft, 3 Prong Outlet Extender, Indoor Extension Cord, 13 Amps, 125V, Black\", \"asin\": \"B075BN4V7D\", \"price\": \"$9.66\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10 Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, White\", \"asin\": \"B0D14C9WKT\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White\", \"asin\": \"B09PDLBFKY\", \"price\": \"$8.49\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey\", \"asin\": \"B0BLTYNJCK\", \"price\": \"$18.97\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"16/3 Black Indoor Outdoor Extension Cord 10 Ft Waterproof, Heavy Duty Extension Cord with 3 Prong Grounded Plug,13A 1625W 16AWG SJTW, Flexible Weatherproof Power Cable for Offices, Gardens and Lawns\", \"asin\": \"B0DJGMCVCP\", \"price\": \"$7.79\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - 8 Outlets with 4 USB (2 USB C) Charging Ports, Multi Plug Outlet Extender, 5Ft Braided Extension Cord, Flat Plug Wall Mount Desk USB Charging Station for Home Office ETL\", \"asin\": \"B092J8LPWR\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White\", \"asin\": \"B09PDLBFKY\", \"price\": \"$8.49\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10Ft Extension Cord with Multiple Outlets, Flat Plug Power Strip Surge Protector with 10 Ft Long Cord, 6 Outlet 3 USB Ports (1 USB C), Multi Outlet Wall Plug for Travel, College, Dorm Room Essentials\", \"asin\": \"B0CKKLDZM8\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector - 6 Widely Outlets with 3 USB Ports (1 USB C), 3-Side Outlet Extender Strip, 5 Ft Extension Cord Flat Plug, Wall Mount Small Power Strip for Travel Home Office College Dorm\", \"asin\": \"B0B1DKN9HG\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"16/3 25 FT Outdoor Extension Cord Waterproof, Weatherproof & Flame Retardant Black 3 Prong Power Cord Outside for Lawn & Garden, 13 Amps 1625 Watts 125 VAC 16AWG SJTW, ETL Listed\", \"asin\": \"B0DJ1BVZGX\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Rectangular Indoor Extension Cord Power Strip, 3-Prong, Flat Plug, Grounded - 13 Amps, 1625 Watts, 125 VAC - 2-Pack, 6 ft, White\", \"asin\": \"B07BHSH7M6\", \"price\": \"$14.24\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - CHCORE 5Ft Braided Extension Cord with 8 Outlets with 4 USB (2 USB C) Charging Ports, Flat Plug Multi Plug Outlet Extender Charging Station for Home Office, ETL, White\", \"asin\": \"B0DC6GXZSV\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Indoor Extension Cord, 2 Prong 6 Feet Extension Cord, 3 Polarized Outlets with Safety Slide Windows,13A/1625W, 16 AWG, 2 Packs\", \"asin\": \"B0DCJH41Y1\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Plug Extension Cord 5 FT, TESSAN Surge Protector Power Strip with 4 AC Outlets 1 USB C and 2 USB A Ports, 900 Joules Protection, Multiple Wall Outlet Extender Suitable for Home Office Dorm\", \"asin\": \"B0BQ17FTKB\", \"price\": \"$15.29\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Black Surge Protector Power Strip, TESSAN Flat Plug Extension Cord 5 FT with 6 Outlets 3 USB Charger (1 USB C), 1700J Protection Multiple Outlets Charging Station for Home, Office, College Dorm Room\", \"asin\": \"B07HNWKS3S\", \"price\": \"$18.67\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10Ft Extension Cord Flat Plug Power Strip - Tcstei 3-Side Outlet Extender with 6 AC Outlets and 3 USB Ports (1 USB C), Compact for Home, Office, Dorm Room Essentials, ETL, White\", \"asin\": \"B0D95YXZPC\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"6Ft Power Strip Surge Protector - Yintar Extension Cord with 6 AC Outlets and 3 USB Ports for for Home, Office, Dorm Essentials, 1680 Joules, ETL Listed, (Black)\", \"asin\": \"B08MTBCXWX\", \"price\": \"$9.98\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White\", \"asin\": \"B01MTYL3HS\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"16/3 Black Indoor Outdoor Extension Cord 10 Ft Waterproof, Heavy Duty Extension Cord with 3 Prong Grounded Plug,13A 1625W 16AWG SJTW, Flexible Weatherproof Power Cable for Offices, Gardens and Lawns\", \"asin\": \"B0DJGMCVCP\", \"price\": \"$7.79\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"SlimLine 2235 Indoor Flat Plug Extension Cord, 3 Foot Cord, Right Angled Plug, 16 gauge, 3 Polarized Outlets, 125 Volts, Space Saving Design, Neutral White Color, UL and CUL Listed\\u2026\", \"asin\": \"B000KKLMKW\", \"price\": \"$4.41\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"ITD ITANDA 10FT USB Extension Cable USB 3.0 Extension Cord Type A Male to Female5Gbps Data Transfer for Keyboard, Mouse, Playstation, Xbox, Flash Drive, Printer, Camera and More\", \"asin\": \"B08FJ8Z4TJ\", \"price\": \"$4.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials\", \"asin\": \"B0B5CNGKRH\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black\", \"asin\": \"B08P5LRY37\", \"price\": \"$15.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Plug Power Strip 10Ft Long Extension Cord, LeZone 4800J Surge Protector, 12 Outlets 2 USB C 2 USB Ports, Wall Mountable, PD20W Desk Charging Station, Black\", \"asin\": \"B0CN6V6M5F\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip 15 ft Cord, Flat Plug Extension Cord with 12 Outlets 3 USB Ports(2 USB C), Long Cord Power Strips with Surge Protection 15ft for Home Office Dorm Room Essentials\", \"asin\": \"B0DJSN6458\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Cruise Essentials - Flat Plug Power Strip, Addtam 5 ft Ultra Flat Extension Cord with 6 Outlets Extender, No Surge Protector for Cruise Ship, Travel, Dorm, Home Office, ETL Listed\", \"asin\": \"B0BWY8FBFP\", \"price\": \"$8.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"GE 6-Outlet Surge Protector, 10 Ft Extension Cord, Power Strip, 800 Joules, Flat Plug, Twist-to-Close Safety Covers, UL Listed, White, 14092\", \"asin\": \"B00DOMYL24\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"GE 3-Outlet Flat Extension Cord 8 Ft Grounded Extension Cord with Multiple Outlets 3 Prong Outlet Extender Flat Plug Power Strip Indoor Extension Cord 16 Gauge UL Listed White 50251\", \"asin\": \"B000FBPP8G\", \"price\": \"$11.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Extension Cord, 6 Ft, 3 Prong Outlet Extender, Indoor Extension Cord, 13 Amps, 125V, White\", \"asin\": \"B076K93FC4\", \"price\": \"$8.18\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"HUANCHAIN Indoor Outdoor Black Extension Cord 50 ft Waterproof, 16/3 Gauge Flexible Cold-Resistant Appliance Extension Cord Outside, 13A 1625W 16AWG SJTW, 3 Prong Heavy Duty Electric Cord, ETL\", \"asin\": \"B09TGQYRYT\", \"price\": \"$16.49\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"[UL Listed] Cable Matters 2-Pack 16 AWG 2 Prong Extension Cord 6 ft, 13A 3-Outlet Extension Cords with Tamper Guard, 13 Amp, 1625 Watts, White\", \"asin\": \"B01MTYL3HS\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey\", \"asin\": \"B0BLTYNJCK\", \"price\": \"$18.97\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"50 ft 12/3 Outdoor Extension Cord Waterproof Heavy Duty with Lighted Indicator End 12 Gauge 3 Prong, Flexible Cold-Resistant Long Power Cord Outside, 15Amp 1875W SJTW Yellow ETL Listed\", \"asin\": \"B0BMTJLMCK\", \"price\": \"$30.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Surge Protector Power Strip with 6ft Extension Cord, 6-Outlet, 790J Protection, Rectangle, White\", \"asin\": \"B00TP1C1UC\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - 10 FT Extension Cord, Power Strip with 12 Widely AC Outlet 3 USB, Flat Plug, Wall Mount Overload Protection, 1050J, Desk Charging Station for Home Office, ETL Listed\", \"asin\": \"B09YQZ2MMD\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed\", \"asin\": \"B09SG2Q23M\", \"price\": \"$29.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"2 Pack Power Strip, 12FT Long Extension Cord, Surge Protector with 6 Outlets and 2 USB Charging Ports, Flat Plug Overload Protection, Extension Cord 10+ ft, Wall Mount for Home Office Dorm College\", \"asin\": \"B08NP57YRG\", \"price\": \"$28.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"100 ft 12/3 Outdoor Extension Cord Waterproof Heavy Duty with Lighted Indicator End 12 Gauge 3 Prong, Flexible Cold-Resistant Long Power Cord Outside, 15Amp 1875W SJTW Yellow ETL Listed\", \"asin\": \"B0BMTF22QG\", \"price\": \"$52.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Power Strip, ALESTOR Surge Protector with 12 Outlets and 4 USB Ports, 6 Feet Extension Cord (1875W/15A), 2700 Joules, ETL Listed, Black\", \"asin\": \"B08P5LRY37\", \"price\": \"$15.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"UltraPro 15 Ft Indoor Extension Cord 3 Outlet Extension Cords Outlet Power Strip Long Extension Cord with Multiple Outlets Grounded Heavy Duty Extension Cord 16 Gauge UL Listed Black 50786\", \"asin\": \"B08TLM6WKC\", \"price\": \"$11.44\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - Nuetsa Flat Plug Extension Cord with 8 Outlets and 4 USB Ports, 6 Feet Power Cord (1625W/13A), 2700 Joules, ETL Listed, Black\", \"asin\": \"B09F2XPJ47\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Extension Cord 15 ft, Surge Protector Power Strip with 6 Outlets 4 USB Charger(2 USB C Port), Flat Plug Outlet Extender, 1080 Joules Protection for Indoor, Home, Office Supplies, Dorm Room Essentials\", \"asin\": \"B09FLP98S2\", \"price\": \"$23.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Extension Cord 6 feet, Flat Plug Power Strip, 4 Widely Outlets with 3 USB Ports (2 USB C), 3 Side Outlet Extender with Extension Cord with Multiple Outlets for Home, Office, Dorm Room Essentials\", \"asin\": \"B0CYL6Z2Z1\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"HUANCHAIN Indoor Outdoor Black Extension Cord 25 ft Waterproof, 16/3 Gauge Flexible Cold-Resistant Appliance Cable Outside, 13A 1625W 16AWG SJTW, 3 Prong Heavy Duty Electric Cord, ETL\", \"asin\": \"B09TGS6KNF\", \"price\": \"$11.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"16/3 100 Ft Outdoor Extension Cord Waterproof, Weatherproof & Flame Retardant Black 3 Prong Power Cord Outside for Lawn & Garden, 10 Amps 1250 Watts 125 VAC 16AWG SJTW, ETL Listed\", \"asin\": \"B0DJ19STDX\", \"price\": \"$32.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip - 6 Ft Flat Plug Extension Cord with 8 Widely Outlets and 4 USB Ports(1 USB C), 3 Side Outlet Extender for Home Office, White, ETL Listed\", \"asin\": \"B09Y8FRMQV\", \"price\": \"$9.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector, Olcorife Ultra Thin Flat Plug Extension Cord 5ft, 6 Outlets 3 USB Ports(1 USB C), 3 Sided Outlet Extender for Home Office Travel Dorm Room Essentials, White\", \"asin\": \"B0BJ1SWDNB\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Indoor Extension Cord, 2 Prong 6 Feet Extension Cord, 3 Polarized Outlets with Safety Slide Windows,13A/1625W, 16 AWG, 2 Packs\", \"asin\": \"B0DCJH41Y1\", \"price\": \"$8.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Flat Plug Extension Cord, 5ft Power Strip with 4 USB Ports(2 USB C), 4 Widely Outlets Extender, Wall Mount, Desk Charging Station for Office, School, Travel and Dorm Room Essentials, ETL Listed\", \"asin\": \"B0C5HT9LMP\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"GE 3-Outlet Power Strip Surge Protector 8 Ft Braided Long Cord Extension Cord Surge Protector Power Strip Flat Plug Extension Cord 250 Joules ETL Listed White 38433\", \"asin\": \"B073R2D51S\", \"price\": \"$12.85\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Anker Flat Plug Power Strip 300J, USB C Power Strip, 10-in-1 Ultra Thin Power Strip with 6 AC, 2 USB A and 2 USB C Ports,5feet Extension Cord, Desk Charging Station,Home Office College Dorm - Black\", \"asin\": \"B0CKR8NBJL\", \"price\": \"$25.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Rectangular Indoor Extension Cord Power Strip, 3-Prong, Flat Plug, Grounded - 13 Amps, 1625 Watts, 125 VAC - 2-Pack, 6 ft, White\", \"asin\": \"B07BHSH7M6\", \"price\": \"$14.24\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Southwire Outdoor Extension Cord, 50 Ft, 12 gauge 3 prong, Heavy Duty, SJTW Cord, Yellow, 2588\", \"asin\": \"B00004SQF4\", \"price\": \"$31.00\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector - Flat Plug, Wall Mount, 8 Wide Outlets with 4 USB Ports (2 USB C), 5FT Heavy Duty Extension Cord with Multiple Outlets, Charging Station Overload Protection for Home Dorm\", \"asin\": \"B0BF5DPG17\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector, 5Ft Extension Cord, 6 Outlets with 3 USB Ports(1 USB C Outlet), 3-Side Outlet Extender, Wall Mount, Compact for Travel, Home, School, College Dorm Room and Office\", \"asin\": \"B09Y5HT6HR\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Surge Protector Power Strip, 6-Outlet with 200J Protection, 2ft Extension Cord, Rectangle, Black (2 Pack)\", \"asin\": \"B014EKQ5AA\", \"price\": \"$9.10\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Power Strip Surge Protector, 5Ft Ultra Thin Flat Plug Extension Cord with Multiple Outlets, 8 Widely Outlet Extender with 4 USB Ports(2 USB C), 1080J Wall Mount for College Dorm Room Essentials Black\", \"asin\": \"B0C6XNMLX3\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Woods SlimLine Indoor Flat Extension Cord, 8 Ft, 16 Gauge Right Angle Plug, 3 Polarized Outlets, 125 Volts, White, 2241\", \"asin\": \"B000HJDATM\", \"price\": \"$7.92\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip, Extension Cord with Multiple Outlets, 5 Ft Ultra Thin Flat Plug 8 Outlets 4 USB Ports(2USB C),1080J Multi Plug Outlet Extender for Home Office College Dorm Room Essentials\", \"asin\": \"B0BVZCLW3R\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Woods 27603W 15-Foot Cube Extension Cord with Power Tap, White\", \"asin\": \"B003WYA2TK\", \"price\": \"$6.21\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"2 Pack Power Strip Surge Protector - 5 Widely Spaced Outlets 3 USB Charging Ports, 1875W/15A with 6Ft Braided Extension Cord, Flat Plug, Overload Surge Protection, Wall Mount for Home Office\", \"asin\": \"B08QYJMJQ3\", \"price\": \"$25.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Outdoor Extension Cord 25 FT Waterproof, 16/3 Gauge Black Heavy Duty 3 Prong Extension Cord, 13A 1625W SJTW, ETL Listed, Great for Garden and Home\", \"asin\": \"B0B7JH3RHL\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"Surge Protector Power Strip 15 Ft Cord, Ultra Thin Flat Extension Cord with 8 Outlets 4 USB Ports(2 USB C), Flat Plug Power Strip, 15 Ft Long Braided Power Cord for Home, Office, Dorm Room Essentials\", \"asin\": \"B0CHMG5XHM\", \"price\": \"$18.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"},\n{\"title\": \"10 ft Extension Cord, Power Strip Surge Protector - 8 Widely AC Outlets 3 USB, Flat Plug, Desktop Charging Station with Overload Protection, Wall Mount for Home, Office, Travel, Computer ETL Listed\", \"asin\": \"B09Q33SJKW\", \"price\": \"$15.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 12 Or Non-members get FREE delivery Wed, Apr 16 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T20:58:23.266Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
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